{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "715af878-bb3c-4f2a-a68d-304c6ff509fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "33d845d0-b71b-495d-b920-5c34dbee2404",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Title</th>\n",
       "      <th>Score</th>\n",
       "      <th>Vote</th>\n",
       "      <th>Ranked</th>\n",
       "      <th>Popularity</th>\n",
       "      <th>Episodes</th>\n",
       "      <th>Status</th>\n",
       "      <th>Aired</th>\n",
       "      <th>Premiered</th>\n",
       "      <th>Producers</th>\n",
       "      <th>Licensors</th>\n",
       "      <th>Studios</th>\n",
       "      <th>Source</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Sousou no FrierenFrieren: Beyond Journey's End</td>\n",
       "      <td>9.14</td>\n",
       "      <td>128768</td>\n",
       "      <td>1</td>\n",
       "      <td>508</td>\n",
       "      <td>28</td>\n",
       "      <td>Currently Airing</td>\n",
       "      <td>Sep 29, 2023 to Mar 2024</td>\n",
       "      <td>Fall 2023</td>\n",
       "      <td>['Aniplex', 'Dentsu', 'Shogakukan-Shueisha Pro...</td>\n",
       "      <td>None found, add some</td>\n",
       "      <td>Madhouse</td>\n",
       "      <td>Manga</td>\n",
       "      <td>24 min. per ep.</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Fullmetal Alchemist: Brotherhood</td>\n",
       "      <td>9.09</td>\n",
       "      <td>2080863</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>64</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>Apr 5, 2009 to Jul 4, 2010</td>\n",
       "      <td>Spring 2009</td>\n",
       "      <td>['Aniplex', 'Square Enix', 'Mainichi Broadcast...</td>\n",
       "      <td>Funimation,       Aniplex of America</td>\n",
       "      <td>Bones</td>\n",
       "      <td>Manga</td>\n",
       "      <td>24 min. per ep.</td>\n",
       "      <td>R - 17+ (violence &amp; profanity)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Steins;Gate</td>\n",
       "      <td>9.07</td>\n",
       "      <td>1375512</td>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td>24</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>Apr 6, 2011 to Sep 14, 2011</td>\n",
       "      <td>Spring 2011</td>\n",
       "      <td>['Frontier Works', 'Media Factory', 'Kadokawa ...</td>\n",
       "      <td>Funimation</td>\n",
       "      <td>White Fox</td>\n",
       "      <td>Visual novel</td>\n",
       "      <td>24 min. per ep.</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Gintama°Gintama Season 4</td>\n",
       "      <td>9.06</td>\n",
       "      <td>246431</td>\n",
       "      <td>4</td>\n",
       "      <td>337</td>\n",
       "      <td>51</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>Apr 8, 2015 to Mar 30, 2016</td>\n",
       "      <td>Spring 2015</td>\n",
       "      <td>['TV Tokyo', 'Aniplex', 'Dentsu']</td>\n",
       "      <td>Funimation,       Crunchyroll</td>\n",
       "      <td>Bandai Namco Pictures</td>\n",
       "      <td>Manga</td>\n",
       "      <td>24 min. per ep.</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Shingeki no Kyojin Season 3 Part 2Attack on Ti...</td>\n",
       "      <td>9.05</td>\n",
       "      <td>1545108</td>\n",
       "      <td>5</td>\n",
       "      <td>21</td>\n",
       "      <td>10</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>Apr 29, 2019 to Jul 1, 2019</td>\n",
       "      <td>Spring 2019</td>\n",
       "      <td>['Production I.G', 'Dentsu', 'Mainichi Broadca...</td>\n",
       "      <td>Funimation</td>\n",
       "      <td>Wit Studio</td>\n",
       "      <td>Manga</td>\n",
       "      <td>23 min. per ep.</td>\n",
       "      <td>R - 17+ (violence &amp; profanity)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               Title  Score     Vote  Ranked  \\\n",
       "0     Sousou no FrierenFrieren: Beyond Journey's End   9.14   128768       1   \n",
       "1                   Fullmetal Alchemist: Brotherhood   9.09  2080863       2   \n",
       "2                                        Steins;Gate   9.07  1375512       3   \n",
       "3                           Gintama°Gintama Season 4   9.06   246431       4   \n",
       "4  Shingeki no Kyojin Season 3 Part 2Attack on Ti...   9.05  1545108       5   \n",
       "\n",
       "   Popularity Episodes            Status                        Aired  \\\n",
       "0         508       28  Currently Airing     Sep 29, 2023 to Mar 2024   \n",
       "1           3       64   Finished Airing   Apr 5, 2009 to Jul 4, 2010   \n",
       "2          13       24   Finished Airing  Apr 6, 2011 to Sep 14, 2011   \n",
       "3         337       51   Finished Airing  Apr 8, 2015 to Mar 30, 2016   \n",
       "4          21       10   Finished Airing  Apr 29, 2019 to Jul 1, 2019   \n",
       "\n",
       "     Premiered                                          Producers  \\\n",
       "0    Fall 2023  ['Aniplex', 'Dentsu', 'Shogakukan-Shueisha Pro...   \n",
       "1  Spring 2009  ['Aniplex', 'Square Enix', 'Mainichi Broadcast...   \n",
       "2  Spring 2011  ['Frontier Works', 'Media Factory', 'Kadokawa ...   \n",
       "3  Spring 2015                  ['TV Tokyo', 'Aniplex', 'Dentsu']   \n",
       "4  Spring 2019  ['Production I.G', 'Dentsu', 'Mainichi Broadca...   \n",
       "\n",
       "                              Licensors                Studios        Source  \\\n",
       "0                  None found, add some               Madhouse         Manga   \n",
       "1  Funimation,       Aniplex of America                  Bones         Manga   \n",
       "2                            Funimation              White Fox  Visual novel   \n",
       "3         Funimation,       Crunchyroll  Bandai Namco Pictures         Manga   \n",
       "4                            Funimation             Wit Studio         Manga   \n",
       "\n",
       "          Duration                          Rating  \n",
       "0  24 min. per ep.       PG-13 - Teens 13 or older  \n",
       "1  24 min. per ep.  R - 17+ (violence & profanity)  \n",
       "2  24 min. per ep.       PG-13 - Teens 13 or older  \n",
       "3  24 min. per ep.       PG-13 - Teens 13 or older  \n",
       "4  23 min. per ep.  R - 17+ (violence & profanity)  "
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path1 = 'anime.csv'\n",
    "anime_data = pd.read_csv(path1)\n",
    "anime_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "3f7b1f9f-a965-43e5-86f1-6364781b49a8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "有10000部动画作品\n"
     ]
    }
   ],
   "source": [
    "print('有'+str(len(anime_data))+'部动画作品')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "36508e82-6592-4a02-b8d7-3b56052565a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>Title</th>\n",
       "      <th>Score</th>\n",
       "      <th>Vote</th>\n",
       "      <th>Ranked</th>\n",
       "      <th>Popularity</th>\n",
       "      <th>Members</th>\n",
       "      <th>Favorite</th>\n",
       "      <th>Volumes</th>\n",
       "      <th>Chapters</th>\n",
       "      <th>Status</th>\n",
       "      <th>Published</th>\n",
       "      <th>Genres</th>\n",
       "      <th>Themes</th>\n",
       "      <th>Demographics</th>\n",
       "      <th>Serialization</th>\n",
       "      <th>Author</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Berserk</td>\n",
       "      <td>9.47</td>\n",
       "      <td>334154</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>670,559</td>\n",
       "      <td>123,574</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Publishing</td>\n",
       "      <td>Aug  25, 1989 to ?</td>\n",
       "      <td>['Action', 'Adventure', 'Award Winning', 'Dram...</td>\n",
       "      <td>['Gore', 'Military', 'Mythology', 'Psychologic...</td>\n",
       "      <td>['Seinen']</td>\n",
       "      <td>Young Animal</td>\n",
       "      <td>Miura, Kentarou (Story &amp; Art), Studio Gaga (Art)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>JoJo no Kimyou na Bouken Part 7: Steel Ball Run</td>\n",
       "      <td>9.30</td>\n",
       "      <td>157522</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>257,957</td>\n",
       "      <td>43,113</td>\n",
       "      <td>24</td>\n",
       "      <td>96</td>\n",
       "      <td>Finished</td>\n",
       "      <td>Jan  19, 2004 to Apr  19, 2011</td>\n",
       "      <td>['Action', 'Adventure', 'Mystery', 'Supernatur...</td>\n",
       "      <td>[]</td>\n",
       "      <td>['Seinen', 'Shounen']</td>\n",
       "      <td>Ultra Jump</td>\n",
       "      <td>Araki, Hirohiko (Story &amp; Art)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Vagabond</td>\n",
       "      <td>9.25</td>\n",
       "      <td>138009</td>\n",
       "      <td>3</td>\n",
       "      <td>15</td>\n",
       "      <td>368,332</td>\n",
       "      <td>40,575</td>\n",
       "      <td>37</td>\n",
       "      <td>327</td>\n",
       "      <td>On Hiatus</td>\n",
       "      <td>Sep  3, 1998 to May  21, 2015</td>\n",
       "      <td>['Action', 'Adventure', 'Award Winning']</td>\n",
       "      <td>['Historical', 'Samurai']</td>\n",
       "      <td>['Seinen']</td>\n",
       "      <td>Morning</td>\n",
       "      <td>Inoue, Takehiko (Story &amp; Art), Yoshikawa, Eiji...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>One Piece</td>\n",
       "      <td>9.22</td>\n",
       "      <td>368951</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>603,122</td>\n",
       "      <td>115,123</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Publishing</td>\n",
       "      <td>Jul  22, 1997 to ?</td>\n",
       "      <td>['Action', 'Adventure', 'Fantasy']</td>\n",
       "      <td>[]</td>\n",
       "      <td>['Shounen']</td>\n",
       "      <td>Shounen Jump (Weekly)</td>\n",
       "      <td>Oda, Eiichiro (Story &amp; Art)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Monster</td>\n",
       "      <td>9.15</td>\n",
       "      <td>94806</td>\n",
       "      <td>5</td>\n",
       "      <td>29</td>\n",
       "      <td>238,291</td>\n",
       "      <td>20,674</td>\n",
       "      <td>18</td>\n",
       "      <td>162</td>\n",
       "      <td>Finished</td>\n",
       "      <td>Dec  5, 1994 to Dec  20, 2001</td>\n",
       "      <td>['Award Winning', 'Drama', 'Mystery']</td>\n",
       "      <td>['Adult Cast', 'Psychological']</td>\n",
       "      <td>['Seinen']</td>\n",
       "      <td>Big Comic Original</td>\n",
       "      <td>Urasawa, Naoki (Story &amp; Art)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             Title  Score    Vote  Ranked  \\\n",
       "0                                          Berserk   9.47  334154       1   \n",
       "1  JoJo no Kimyou na Bouken Part 7: Steel Ball Run   9.30  157522       2   \n",
       "2                                         Vagabond   9.25  138009       3   \n",
       "3                                        One Piece   9.22  368951       4   \n",
       "4                                          Monster   9.15   94806       5   \n",
       "\n",
       "   Popularity  Members Favorite  Volumes Chapters      Status  \\\n",
       "0           1  670,559  123,574  Unknown  Unknown  Publishing   \n",
       "1          26  257,957   43,113       24       96    Finished   \n",
       "2          15  368,332   40,575       37      327   On Hiatus   \n",
       "3           3  603,122  115,123  Unknown  Unknown  Publishing   \n",
       "4          29  238,291   20,674       18      162    Finished   \n",
       "\n",
       "                        Published  \\\n",
       "0              Aug  25, 1989 to ?   \n",
       "1  Jan  19, 2004 to Apr  19, 2011   \n",
       "2   Sep  3, 1998 to May  21, 2015   \n",
       "3              Jul  22, 1997 to ?   \n",
       "4   Dec  5, 1994 to Dec  20, 2001   \n",
       "\n",
       "                                              Genres  \\\n",
       "0  ['Action', 'Adventure', 'Award Winning', 'Dram...   \n",
       "1  ['Action', 'Adventure', 'Mystery', 'Supernatur...   \n",
       "2           ['Action', 'Adventure', 'Award Winning']   \n",
       "3                 ['Action', 'Adventure', 'Fantasy']   \n",
       "4              ['Award Winning', 'Drama', 'Mystery']   \n",
       "\n",
       "                                              Themes           Demographics  \\\n",
       "0  ['Gore', 'Military', 'Mythology', 'Psychologic...             ['Seinen']   \n",
       "1                                                 []  ['Seinen', 'Shounen']   \n",
       "2                          ['Historical', 'Samurai']             ['Seinen']   \n",
       "3                                                 []            ['Shounen']   \n",
       "4                    ['Adult Cast', 'Psychological']             ['Seinen']   \n",
       "\n",
       "           Serialization                                             Author  \n",
       "0           Young Animal   Miura, Kentarou (Story & Art), Studio Gaga (Art)  \n",
       "1             Ultra Jump                      Araki, Hirohiko (Story & Art)  \n",
       "2                Morning  Inoue, Takehiko (Story & Art), Yoshikawa, Eiji...  \n",
       "3  Shounen Jump (Weekly)                        Oda, Eiichiro (Story & Art)  \n",
       "4     Big Comic Original                       Urasawa, Naoki (Story & Art)  "
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path2 = 'manga.csv'\n",
    "manga_data = pd.read_csv(path2)\n",
    "manga_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "e0b68a7b-85a4-4a15-81ef-9bda0145fe27",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "有10000部动漫作品\n"
     ]
    }
   ],
   "source": [
    "print('有'+str(len(manga_data))+'部动漫作品')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "89cb80a0-5057-4721-8f05-7632877d5edc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "去除缺省值后，有3178部动画作品\n"
     ]
    }
   ],
   "source": [
    "#去除nan值和重复值\n",
    "anime_data = anime_data.dropna()\n",
    "anime_data = anime_data.drop_duplicates(['Score','Vote','Status','Aired'])\n",
    "print('去除缺省值后，有'+str(len(anime_data))+'部动画作品')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "9721ec71-8af2-4325-84e1-ce9d9b780b14",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "去除缺省值后，有8208部动漫作品\n"
     ]
    }
   ],
   "source": [
    "manga_data = manga_data.dropna()\n",
    "print('去除缺省值后，有'+str(len(manga_data))+'部动漫作品')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "b0c715b8-ec28-44ab-a944-0b0d6f065cf1",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test = anime_data['Premiered'].str.split(' ',expand=True)\n",
    "anime_data['year'] = df_test.iloc[:,1]\n",
    "anime_data['season'] = df_test.iloc[:,0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "8e67bcfd-67cf-4798-90fe-b0413c97e023",
   "metadata": {},
   "outputs": [],
   "source": [
    "##最受欢迎的作品"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "12ab856a-a5cd-4193-9656-54cc3849904d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Title</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Fullmetal Alchemist: Brotherhood</td>\n",
       "      <td>9.09</td>\n",
       "      <td>2080863</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>64</td>\n",
       "      <td>Finished Airing</td>\n",
       "      <td>Apr 5, 2009 to Jul 4, 2010</td>\n",
       "      <td>Spring 2009</td>\n",
       "      <td>['Aniplex', 'Square Enix', 'Mainichi Broadcast...</td>\n",
       "      <td>Funimation,       Aniplex of America</td>\n",
       "      <td>Bones</td>\n",
       "      <td>Manga</td>\n",
       "      <td>24 min. per ep.</td>\n",
       "      <td>R - 17+ (violence &amp; profanity)</td>\n",
       "      <td>2009</td>\n",
       "      <td>Spring</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              Title  Score     Vote  Ranked  Popularity  \\\n",
       "1  Fullmetal Alchemist: Brotherhood   9.09  2080863       2           3   \n",
       "\n",
       "  Episodes           Status                       Aired    Premiered  \\\n",
       "1       64  Finished Airing  Apr 5, 2009 to Jul 4, 2010  Spring 2009   \n",
       "\n",
       "                                           Producers  \\\n",
       "1  ['Aniplex', 'Square Enix', 'Mainichi Broadcast...   \n",
       "\n",
       "                              Licensors Studios Source         Duration  \\\n",
       "1  Funimation,       Aniplex of America   Bones  Manga  24 min. per ep.   \n",
       "\n",
       "                           Rating  year  season  \n",
       "1  R - 17+ (violence & profanity)  2009  Spring  "
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "finish_anime = anime_data[anime_data['Status']=='Finished Airing']\n",
    "current_anime = anime_data[anime_data['Status']=='Currently Airing']\n",
    "\n",
    "a = finish_anime.sort_values(by = 'Score',ascending = False)\n",
    "a.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "8ee87ae4-90f5-46c9-b299-eb1e7a936e86",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Title</th>\n",
       "      <th>Score</th>\n",
       "      <th>Vote</th>\n",
       "      <th>Ranked</th>\n",
       "      <th>Popularity</th>\n",
       "      <th>Episodes</th>\n",
       "      <th>Status</th>\n",
       "      <th>Aired</th>\n",
       "      <th>Premiered</th>\n",
       "      <th>Producers</th>\n",
       "      <th>Licensors</th>\n",
       "      <th>Studios</th>\n",
       "      <th>Source</th>\n",
       "      <th>Duration</th>\n",
       "      <th>Rating</th>\n",
       "      <th>year</th>\n",
       "      <th>season</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Sousou no FrierenFrieren: Beyond Journey's End</td>\n",
       "      <td>9.14</td>\n",
       "      <td>128768</td>\n",
       "      <td>1</td>\n",
       "      <td>508</td>\n",
       "      <td>28</td>\n",
       "      <td>Currently Airing</td>\n",
       "      <td>Sep 29, 2023 to Mar 2024</td>\n",
       "      <td>Fall 2023</td>\n",
       "      <td>['Aniplex', 'Dentsu', 'Shogakukan-Shueisha Pro...</td>\n",
       "      <td>None found, add some</td>\n",
       "      <td>Madhouse</td>\n",
       "      <td>Manga</td>\n",
       "      <td>24 min. per ep.</td>\n",
       "      <td>PG-13 - Teens 13 or older</td>\n",
       "      <td>2023</td>\n",
       "      <td>Fall</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            Title  Score    Vote  Ranked  \\\n",
       "0  Sousou no FrierenFrieren: Beyond Journey's End   9.14  128768       1   \n",
       "\n",
       "   Popularity Episodes            Status                     Aired  Premiered  \\\n",
       "0         508       28  Currently Airing  Sep 29, 2023 to Mar 2024  Fall 2023   \n",
       "\n",
       "                                           Producers             Licensors  \\\n",
       "0  ['Aniplex', 'Dentsu', 'Shogakukan-Shueisha Pro...  None found, add some   \n",
       "\n",
       "    Studios Source         Duration                     Rating  year season  \n",
       "0  Madhouse  Manga  24 min. per ep.  PG-13 - Teens 13 or older  2023   Fall  "
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = current_anime.sort_values(by = 'Score',ascending = False)\n",
    "a.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "11095631-0501-4494-b6d9-f8d9ee5ed004",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_year = anime_data.groupby('year').count()\n",
    "plt.figure(figsize=(20,5))\n",
    "plt.plot(test_year.index,test_year['Vote'].values,'b-o', linewidth=2, markersize=5)\n",
    "\n",
    "plt.title('Anime Count by Year')\n",
    "\n",
    "plt.xlabel('year')\n",
    "plt.ylabel('Counts')\n",
    "b = plt.xticks(rotation=45)\n",
    "plt.grid(ls=':')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "2f6bbc60-2e21-4cc8-9961-0c69727f8bc5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "anime_data['Score'] = pd.to_numeric(anime_data['Score'], errors='coerce')\n",
    "\n",
    "test_year = anime_data.groupby('year')['Score'].mean()\n",
    "plt.figure(figsize=(20,5))\n",
    "plt.plot(test_year.index,test_year.values,'b-o', linewidth=2, markersize=5)\n",
    "\n",
    "plt.title('Anime Scores by Year')\n",
    "\n",
    "plt.xlabel('year')\n",
    "plt.ylabel('Scores')\n",
    "b = plt.xticks(rotation=45)\n",
    "plt.grid(ls=':')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "e1ef3047-bb87-40a4-b74c-00591598ff5d",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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JEsv6gTfeeAN+fn747rvvsHv3brzzzjvw9vZu1TXdasWKFRg3bhzGjBmDl19+GTKZDJ9++ikuXryI77//3qYn2nK5HH//+9+xZs0aMMawcuVKq+NPPPEEPvnkEzz55JPIzMxEr169cOTIESxfvhwPPvig5e8VqPvsDh48iF27diE0NBSenp7o0qUL3nzzTcTHx2Po0KF44YUX0KVLF9TU1CAzMxO//vor1q1bh/DwcDz77LNwc3PDsGHDEBoaCpVKhRUrVsDb2xsDBgy447WIxWKMGzcOCxYsgNlsxqpVq1BVVYVly5Y1aDtv3jwMGjQIwI3yurb66KOPMHz4cIwYMQL//ve/0aFDB1RXV+PatWvYtWsXEhISANQlWlu3bsXzzz+PRx99FDk5OXjrrbcQGhqKtLQ0XmIhhJBmE3btOCGkLaqvllP/JZPJWFBQEBs1ahRbvnw5KyoqavCeWys1HT9+nD388MMsMjKSyeVy5u/vz0aNGsV27txp9b59+/ax6OhoJpfLGQBLJaH6/oqLi+94LsbqqkI99NBD7KeffmI9evRgMpmMdejQga1evbrB+1NTU9n48eOZl5cXCwwMZHPnzmW7d+9uUBWqrKyMPfroo8zHx4dxHGd1TjRSzerChQts8uTJzNvbm8lkMtanTx8WFxdn1aa+KtSWLVusXq+vZnRr+8b88ccf7L777mPu7u7Mzc2NDR48mO3atavR/ppbFareuXPnGAAmFotZfn5+g+OlpaXsueeeY6GhoUwikbDIyEi2aNEiVlNTY9UuOTmZDRs2jCmVSgaAjRo1ynKsuLiYvfDCCywqKopJpVLm5+fH+vfvzxYvXszUajVjjLENGzawMWPGsODgYCaTyVhYWBibNm0aO3/+/G3jr7/uVatWsWXLlrHw8HAmk8lYdHQ0+/3335t8X4cOHayqnLXEk08+ydzd3RuN5Z///Cdr164dk0qlLDAwkA0dOpT973//s2q3cuVK1qFDByaXy1m3bt3Yl19+2ej3OAA2e/bsVsVICCHNwTF2h9IshBBCCGnS+fPn0adPH3zyySd4/vnnhQ6HEEIEQ4kFIYQQ0grp6enIysrCa6+9huzsbFy7ds0yZY4QQu5GVG6WEEIIaYW33noL48aNg1qtxpYtWyipIITc9WjEghBCCCGEEGIzGrEghBBCCCGE2IwSC0IIIYQQQojNKLEghBBCCCGE2IwSC0IIIYQQQojNKLEghBBCCCGE2IwSC0IIIYQQQojNKLEghBBCCCGE2IwSC0IIIYQQQojNKLEghBBCCCGE2IwSC0IIIYQQQojNKLEghBBCCCGE2IwSC0IIIYQQQojNKLEghBBCCCGE2IwSC0IIIYQQQojNKLEghBBCCCGE2IwSC0IIIYQQQojNKLEghBBCCCGE2IwSC0IIIYQQQojNKLEghBBCCCGE2IwSC0IIIYQQQojNKLEghBBCCCGE2IwSC0IIIYQQQojNKLEghBBCCCGE2IwSC0IIIYQQQojNKLEghBBCCCGE2IwSC0IIIYQQQojNKLEghBBCCCGE2IwSC0IIIYQQQojNKLEghBBCCCGE2IwSC0IIIYQQQojNKLEghBBCCCGE2IwSC0IIIYQQQojNKLEghBBCCCGE2IwSC0IIIYQQQojNKLEghBBCCCGE2IwSC0IIIYQQQojNKLEghBBCCCGE2IwSC0IIIYQQQojNKLEghBBCCCGE2IwSC0IIIYQQQojNKLEghBBCCCGE2IwSC0IIIYQQQojNKLEghBBCCCGE2IwSC0IIIYQQQojNKLEghBBCCCGE2IwSC0IIIXa3YsUKDBgwAJ6enggKCkJsbCyuXr1q1YYxhqVLlyIsLAxubm4YPXo0UlJSrNrU1tZi7ty5CAgIgLu7O6ZMmYLc3NwG59u9ezcGDRoENzc3BAQE4C9/+Ytdr48QQgglFoQQQhzg0KFDmD17NhITExEfHw+j0Yjx48dDo9FY2rzzzjtYvXo11q5di1OnTiEkJATjxo1DdXW1pc38+fOxbds2bN68GUeOHIFarcakSZNgMpksbX7++WfMmDEDTz31FM6dO4ejR49i+vTpDr1eQgi5KzFCCLmLLF++nMXExDAPDw8WGBjIpk6dyq5cuWLVxmw2syVLlrDQ0FCmUCjYqFGj2MWLF63a1NTUsDlz5jB/f3+mVCrZ5MmTWU5OjuX4gQMHGIBGv06ePOmQa3VmRUVFDAA7dOgQY6zuMw8JCWErV660tKmpqWHe3t5s3bp1jDHGKioqmFQqZZs3b7a0ycvLYyKRiO3Zs4cxxpjBYGDt2rVj//d//+fAqyGEEMIYYzRiQQi5qzjqyfnQoUNRUFBg9fXMM8+gQ4cOiImJcfh1O5vKykoAgJ+fHwAgIyMDKpUK48ePt7SRy+UYNWoUjh07BgA4c+YMDAaDVZuwsDD07NnT0ubs2bPIy8uDSCRCdHQ0QkNDMXHixAZTqgghhPBPInQAhBDiSHv27LH6c1xcHIKCgnDmzBmMHDkSjDF8+OGHWLx4sWVe/oYNGxAcHIxNmzZh1qxZqKysxFdffYVvv/0WY8eOBQBs3LgR7du3x759+/DAAw9AJpMhJCTEch6DwYCdO3dizpw54DjOcRfshBhjWLBgAYYPH46ePXsCAFQqFQAgODjYqm1wcDCysrIsbWQyGXx9fRu0qX//9evXAQBLly7F6tWr0aFDB7z//vsYNWoUUlNTLYkMIYQQ/tGIBSHkrmavJ+e32rlzJ0pKSjBz5kw7XYnrmDNnDs6fP4/vv/++wbFbky7G2B0TsZvbmM1mAMDixYvxyCOPoH///oiLiwPHcdiyZUuz4nPkQvMOHTqA4zirr//85z/NipMQQpwNJRaEkLtWS5+c1x9rzpPzW3311Vd44IEH0L59e74vw6XMnTsXO3fuxIEDBxAeHm55vX5059bPr6ioyPJ3ERISAr1ej/Ly8ibbhIaGAgC6d+9uOS6Xy3HPPfcgOzu7WTE6cqE5ALz55ptWU+b++9//NitOQghxNpRYEELuWvZ8cn6z3Nxc/P7773j66adtC9iFMcYwZ84cbN26FQkJCYiKirI6HhUVhZCQEMTHx1te0+v1OHToEIYOHQoA6N+/P6RSqVWbgoICXLx40aqNXC63GmEwGAzIzMxEZGRks2Lds2cPZs6ciR49eqBPnz6Ii4tDdnY2zpw5Y7mWm6fL9ezZExs2bIBWq8WmTZsAwDJd7v3338fYsWMRHR2NjRs34sKFC9i3b5/V+Tw9PRESEmL58vDwaO7HSgghToUSC0LIXcneT85vFhcXB39/f0yZMoXvy3AZs2fPxsaNG7Fp0yZ4enpCpVJBpVJBp9MBqEvk5s+fj+XLl2Pbtm24ePEiZs6cCaVSaSkV6+3tjaeffhovvfQS9u/fj6SkJPzjH/9Ar169LGtdvLy88Nxzz2HJkiXYu3cvrl69in//+98AgMcee6xVsdt7utyqVavg7++Pvn374u2334Zer29VnIQQIjRavE0IuaswxjB37lxs27YNBw8evO2T8+joaAA3npyvWrUKgPWT82nTpgG48eT8nXfeaXC+uLg4PPHEE5BKpQ64Quf02WefAQBGjx5t9XpcXJxl3cmrr74KnU6H559/HuXl5Rg0aBD27t0LT09PS/sPPvgAEokE06ZNg06nw/3334/169dDLBZb2rz77ruQSCSYMWMGdDodBg0ahISEhAZT15rDngvNAWDevHno168ffH19cfLkSSxatAgZGRn4v//7vxbHSgghQqPEghByV5k9ezY2bdqEHTt2WJ6cA3VPw93c3KyenHfu3BmdO3fG8uXLm3xy7u/vDz8/P7z88stWT87rJSQkICMj466eBgXU3aDfCcdxWLp0KZYuXdpkG4VCgTVr1mDNmjVNtpFKpXjvvffw3nvvtSZUK/XT5Y4cOdJovDdrzXS5F1980fL/vXv3hq+vLx599FHLKAYhhLgSmgpFCLmrfPbZZ6isrMTo0aMRGhpq+frhhx8sbV599VXMnz8fzz//PGJiYpCXl9fok/PY2FhMmzYNw4YNg1KpxK5du6yenAN1i7aHDh2Kbt26OewaCT8cOV0OqKtG9eabbwIAOnXqZNdqVDe37du3LziOQ3Jy8h0+EUIIuT1KLAghdxXGWKNfN5eBrX9yXlBQgJqaGhw6dMgyDaZe/ZPz0tJSaLVa7Nq1q9GKT5s2bcLRo0ftfVmER45aaH6rQ4cOYcyYMQCA77//3u7VqIC6JDosLKwVnxIhhDTCcZt8E0IIIc7v3//+N/P29mYHDx5kBQUFli+tVmtps3LlSubt7c22bt3KLly4wP72t7+x0NBQVlVVZWnz3HPPsfDwcLZv3z529uxZdt9997E+ffowo9HIGGPs2LFjbPXq1SwpKYldv36d/fDDDywsLIxNmTKFMcZYUVERA8AOHTrEGGPMbDazkJAQtnLlSss5ampqmLe3N1u3bh1jjLGKigomlUrZ5s2bLW3y8vKYSCRie/bssbrOX3/9lXXt2pWlpKQwACwpKYnfD5IQctehNRaEEELITRy10Fwul+OHH37AsmXLUFtbi8jISDz77LN49dVXAbS8GtWsWbPuWI3qgQceAAAUFhbi2Wefxfbt26FUKnn89AghdzOaCkUIsXDkjsOpqamYOnUqAgIC4OXlhWHDhuHAgQN2v0ZC7oQ5aLpcv379kJiYiIqKCuh0Oly5cgVLly6FUqm06+aN9dfy3HPPISYmhp8PjRBCQIkFIeQmjtxx+KGHHoLRaERCQgLOnDmDvn37YtKkSU3uXE3I3cSemzeuWbMGVVVVWLRoEX8BE0IIQGssCCFNs9cc7+LiYgaAHT582NKmqqqKAWD79u1zxKUR4rTmzJnDwsPD2fXr161eT09PZwDY2bNnrV6fMmUKe+KJJxhjjO3fv58BYGVlZVZtevfuzd544w3GGGNTp05lIpGIicViyxcAJhaLLf0QQkhr0IgFIaRJ9tpx2N/fH926dcM333wDjUYDo9GIzz//HMHBwejfv7+jLo8Qp8IcVI3q448/xrlz55CcnIzk5GT8+uuvAIAffvgBb7/9tr0vkxDShtHibUJIo5gddxzmOA7x8fGYOnUqPD09IRKJEBwcjD179sDHx8fOV0aIc3LU5o0RERFW5/Xw8AAAdOzY0Wq/DkIIaSkasSCENMqec7wZY3j++ecRFBSEP/74AydPnsTUqVMxadIkFBQU8HcRhLgQR2/eCNQVbJgyZQoA4L777rNrwYYpU6YgIiICCoUCoaGhmDFjBvLz823+3AghzoMSC0JIA/becTghIQG//PILNm/ejGHDhqFfv3749NNP4ebmhg0bNtjz0ghxWszBmzcCdQUbFixYgIsXL+LAgQN2LdgwZswY/Pjjj7h69Sp+/vlnpKen49FHH+Xp0yOEOAVhlnYQQpyR2Wxms2fPZmFhYSw1NbXR4yEhIWzVqlWW12praxtdvP3DDz9Y2uTn51st3t65cycTiUSsurraqv97772Xvf322/a4NEJIM9h7U76b7dixg3Ecx/R6vZ2uhhDiaDRiQQixmD17NjZu3IhNmzZZ5nirVCrodDoAsJrjvW3bNly8eBEzZ85sco73/v37kZSUhH/84x9Wc7yHDBkCX19fPPnkkzh37hxSU1PxyiuvICMjAw899JBg10/I3c5eBRtuVVZWhu+++w5Dhw6FVCq11+UQQhyMEgtCiIWj5ngHBARgz549UKvVuO+++xATE4MjR45gx44d6NOnj8OvmxDS8oINLdmUr97ChQvh7u4Of39/ZGdnY8eOHfa6HEKIADjGGBM6CEIIIYQIa/bs2di9ezeOHDliWVt17NgxDBs2DPn5+QgNDbW0ffbZZ5GTk4M9e/Zg06ZNeOqpp1BbW2vV37hx49CxY0esW7fO8lpJSQnKysqQlZWFZcuWwdvbG7/88ssdiz8QQlwDlZslhBBC7nL1BRsOHz7cZMGGmxOLpgo23DxqUVRUZNk7o15AQAACAgJw7733olu3bmjfvj0SExMxZMgQe14eIcRBaCoUIYQQcpdiDtqUr6lzA2gw0kEIcV00YkEIIYTcpRy1Kd/Jkydx8uRJDB8+HL6+vrh+/TreeOMNdOzYkUYrCGlDaI0FIYQQcpdqam1DXFycZf8MxhiWLVuGzz//HOXl5Rg0aBA++eQTq/0zampq8Morr2DTpk3Q6XS4//778emnn1r2z7hw4QLmzZuHc+fOQaPRIDQ0FBMmTMB///tftGvXzu7XSQhxDEosCCGEEEIIITajNRaEEEIIIYQQm1FiQQghhBCHWLFiBQYMGABPT08EBQUhNjYWV69etWrDGMPSpUsRFhYGNzc3jB49GikpKVZtamtrMXfuXAQEBMDd3R1TpkxBbm6u5XhmZiaefvppREVFwc3NDR07dsSSJUug1+sdcp2E3K0osSCEEEKIQxw6dAizZ89GYmIi4uPjYTQaMX78eGg0Gkubd955B6tXr8batWtx6tQphISEYNy4caiurra0mT9/PrZt24bNmzfjyJEjUKvVmDRpEkwmEwDgypUrMJvN+Pzzz5GSkoIPPvgA69atw2uvvebwaybkbkJrLAghhBAiiOLiYgQFBeHQoUMYOXIkGGMICwvD/PnzsXDhQgB1oxPBwcFYtWoVZs2ahcrKSgQGBuLbb7/F448/DgDIz89H+/bt8euvv+KBBx5o9FzvvvsuPvvsM1y/ft1h10fI3YZGLAghhBAiiMrKSgCAn58fACAjIwMqlQrjx4+3tJHL5Rg1ahSOHTsGADhz5gwMBoNVm7CwMPTs2dPSpqlz1Z+HEGIftI8FIYS4ODMzo6K2AmW6MpTWlKKitgJqvRpqgxoag8by9ZjOhB6FqYBBCxh0dV96Td1/jTWA1QD2Tf/f2Ov1r3EcIJYCUiUgUdT9V6oApG5//r8SkHtaf8k86v6r9APcgwCPIEDpX9cXuWswxrBgwQIMHz7cUrq2fh+N+l296wUHByMrK8vSRiaTWe3yXd+m/v23Sk9Px5o1a/D+++/zfRmEkJtQYkFIC61YsQJbt27FlStX4ObmhqFDh2LVqlXo0qWLpU193fcvvvjCqu57jx49LG1qa2vx8ssv4/vvv7eq+x4eHm5pc/bsWSxcuBCnTp2CWCzGI488gtWrV8PDw8Oh10yEUVlbiQJNAYq0RSjVlaK0phRlNWUo1f3535pSlOnKUFFbARMz3bG/AfKO6JF6wD7B6spte79IAigD6pIMjyDAIxhwD6z7b/1rliSEnjq3BXPmzMH58+dx5MiRBsdu3V+DMdbknht3apOfn48JEybgsccewzPPPGNb0ISQ26LEgpAWql98OGDAABiNRixevBjjx4/HpUuX4O7uDuDG4sP169fj3nvvxf/+9z+MGzcOV69ehaenJ4C6xYe7du3C5s2b4e/vj5deegmTJk3CmTNnIBaLkZ+fj7Fjx+Lxxx/H2rVrUVVVhfnz52PmzJn46aefhPwICE80Bg1yq3ORU52D3Opc5KpzUaApQL46HwWaAmgMmjt30pLziZ34R77ZCKhVdV93IlEAPhGATyTg2wHw/fO/PpEw+HWCVK60d7TERnPnzsXOnTtx+PBhq4cpISEhAOpGJUJDQy2vFxUVWUYxQkJCoNfrUV5ebjVqUVRUhKFDh1qdJz8/H2PGjMGQIUPwxRdf2POSCCGgxduE2Mxeiw+/+OILvP766ygoKIBIVLccKjk5GdHR0UhLS0OnTp0Eu2bSfIwx5KnzkF6RjmsV15BekY6sqizkVOegvNbGp/wt9LJndzx5fo9Dz+loS/zexe6qexAVoEQHf3d0CHBHVIA7Ogd5ICrAHRIxLS0UEmMMc+fOxbZt23Dw4EF07ty5wfGwsDC8+OKLePXVVwEAer0eQUFBDX5+bty4EdOmTQMAFBQUIDw83Grxdl5eHsaMGYP+/ftj48aNEIvFjr1YQu5CTvz4ihDX0NLFh7Nmzbrj4sMHHngAtbW1kMlklqQCANzc3AAAR44cocTCCRWoC5BWkWaVRFyvvA6dUSd0aAAArajt31SfrvZBiboWJepanMq0TtykYq4uyQj2RJdgT9wb7IluoZ6I8FPecZoN4cfs2bOxadMm7NixA56enpY1Ed7e3nBzcwPHcZg/fz6WL1+Ozp07o3Pnzli+fDmUSiWmT59uafv000/jpZdegr+/P/z8/PDyyy+jV69eGDt2LIC6BzWjR49GREQE3nvvPRQXF1tiqB8VIYTwjxILQmxgz8WH9913HxYsWIB3330X8+bNg0ajsdRgLygosOt1kdszmA1ILU9FSkkKLpVeQlp5GtIr03mfusQ3Lde2EwsmVeKSuulpUAYTQ2qhGqmFauzGjX9D7jIx7g3xRNcQL/QI80LvcG90DfGCTNK2Py8hfPbZZwCA0aNHW70eFxeHmTNnAgBeffVV6HQ6PP/885Y1anv37rVMIwWADz74ABKJBNOmTbOsUVu/fr1lVGLv3r24du0arl27ZjXVCqj7uU0IsQ9KLAixgT0XH/bo0QMbNmzAggULsGjRIojFYrzwwgsIDg6mIX0HYoxBn56Okowr+NojCSmlKUgrT4Pe7Ho7+Gq4tn1DpfdsD1bd8pEHjd6EpOwKJGVXWF6TiUXoGuqJXu28MbBrILpG+OBepZxGNmzUnJt6juOwdOlSLF26tMk2CoUCa9aswZo1axo9PnPmTEuiQghxHEosCGklRyw+nD59OqZPn47CwkK4u7uD4zisXr0aUVFR9r68u5axvBy6c+egO3cONefOQXfhIszV1eA83PHzXD1McN2bc60Lx94cFYrwOzdqJr3JjPO5lTifW4nLIhOOqVTwkojQz9Md/byViPFyRz8vJXyk9GuUEELq0U9EQlro1sWHt97kR0VFISQkBPHx8YiOjgZQt/jw0KFDWLVqFQCgf//+kEqliI+Pt1p8ePHiRbzzzjsNzlmfkHz99ddQKBQYN26cPS/xrmIsL4f2xEloEo9De+Ik9BkZjbZjag1iaiNxQp7n4Aj5o2VmoUOwq0JxmF36LXHjADBUGc04WF6Ng+XVAAAOQEelHDFe7hjq64ERvh4IlcvsEgMhhLgCmkBKSAvNnj0bGzduxKZNmyyLD1UqFXS6ugW6Ny8+3LZtGy5evIiZM2c2ufhw//79SEpKwj/+8Q+rxYcAsHbtWpw9exapqan45JNPMGfOHKxYsQI+Pj5CXHqbYFJrUH3wIApXrsL12IeRNnQY8ubPR8XmH5pMKuoNKQ9wUJT2oYVR6BDsKsMcxHufcokIGZLGR3oYgGvaWmxWleGFy9mIPnYJQxMv49WrOdhRVI4Sfdv+vJ3VihUrMGDAAHh6eiIoKAixsbG4evWqVRvGGJYuXYqwsDC4ublh9OjRSElJsWpTW1uLuXPnIiAgAO7u7pgyZQpyc3Ot2rz99tsYOnQolEol/VwmBDRiQUiLOWrxIQCcPHkSS5YsgVqtRteuXfH5559jxowZdr/GtsSs10N39iw0iYnQJp6A7uJFwNi6G77OKg5w4YIyWnPbvtG9ouc/8YsM8sD5FiyruK6rxXVdLb7JLwUHoKu7AiN8PTHKzxNDfDygpHK3dueovYaAutHoxx57DEOGDMFXX30l2DUT4ixoHwtCSJvCGEPNxRRojh6BJvEEdElJYLW1/PTdtSMefziLl76E0NEjHNsvHBM6DLuZpvgMJyu8ee1zQO9g/BHKzzM4uYjDQG93jPbzwhg/T3T3cOOlX3J79tpr6Gbr16/H/PnzUVFR4ejLI8Sp0IgFIcTlmXU6aI4fh/rAAagPHoLxppr1fOLSs6FgEtRwrvnkX2viJ8FyRkwkRVKVF+/96r2kAE+L3mvNDH+Uq/FHuRpvpQPBMglG+XniPj8v3OfvBS8JVXuzB3vtNUQIaYgSC0KISzIUFUF94CDUCQnQnDgBVlPjgJMaMFLbAXvdb78Ww1m15cTC6BkOg5b/UrD5Ct67tCjUG/Gjqhw/qsoh4zgM8/XAxABvTAjwRpBcar8T30XsudcQIaQhSiwIIS5Dn52N6vh4VMfvg+7cOUCAmZwxZT7Y6+7w0/JC6yQ7gNtDlbI97316uUmQI3bM95ieMRwoq8aBsmr8JzUX/b3cMTHQGw8GeqODm9whMbRF9txriBDSECUWhBCnVnPlCqr3xqN63z7UpqYKHQ7uKTAB/N/DOoTBbIBBJIXUbBA6FN4VS0Lv3KiF2gd7oIj3Xu/MDOBUlQanqjR4Mz0f6/x+Qx8vDwQFPQR393sEiMg1OWKvIUKINSpPQQhxOvrcPJR89hnSJz6IjNiHUfLpp06RVACA9zUhbjX5o5W76HDLHWQx/st1Kf3sOA+qmUJkIniUfoXrGR8i8cQ4nDjxIDIy1kCjuS50aE6LMYY5c+Zg69atSEhIuO1eQ/Xq9xqqTxpu3muoXv1eQ5RYENI0GrEghDgFU1UVqn7bg8pdO6E7c1aQaU7NwbLzEGD2QolII3QoraKVe8BbVyF0GLy7aodSsxoPCfhauN1aI92KwNXeiEGtuQp1xlVcz/gQnp49EBI8FcHBUyCXBwoYpXOZPXs2Nm3ahB07dlj2GgLq9g9yc3Oz2muoc+fO6Ny5M5YvX97kXkP+/v7w8/PDyy+/3GCvoezsbJSVlSE7OxsmkwnJyckAgE6dOsHDw8Ph106I0CixIIQIhun1UB8+jModO6E+dAhMrxc6pDtjDGOqw7HF++qd2zohrUwpdAh2kaT2vXOjFsoSfsAC/YzxTR6rrk5BdXUKrqWvgq/PEISExCIo6AGIxW3z77i5HLnX0BtvvIENGzZY/hwdHQ0AOHDgQIPzE3I3oH0sCCEOpz2bhMqdO1D92x6Y/iwF6UpSHx+I/95zVugwWuU7gw96554XOgxeMU6EnoYN0Bj5K9ca7K1A1mB/3vprjQCpCB/oH4UIpma/Ryx2R1DgAwgNfQQ+PoNooTEhxKFoxIIQ4hD67GxUbt+Byl9+gSE7W+hwbNI+twZw0TW0WmnbqzBk8giFppjfPSBCg9wh9FaII5SlEOmbn1QAgMmkQYFqKwpUW6FQhCMkJBZhoY/Czc1FKw4QQlwKLd4mhNgNMxpRted3ZD31FNIfmICSTz91+aQCAJRp+UKH0GpaSdtLLDR2KDUr8RX+c4oxJtj0/pqaXGRmrsWx42OQlDwTRUW/w2x2zc0dhbJixQoMGDAAnp6eCAoKQmxsLK5etZ4GyRjD0qVLERYWBjc3N4wePRopKSlWbWprazF37lwEBATA3d0dU6ZMQW5urlWb8vJyzJgxA97e3vD29saMGTNoJ2/iciixIITwzpCfj6IPP8S1Mfchb/58aI8nOu1i7NZgRSXoaPQTOoxW0YplQofAu2JZO977rFAK++vRRyJChOYnnnpjKCv7AxcuPo+jx0YgPf19aLUFPPXdth06dAizZ89GYmIi4uPjYTQaMX78eGg0N4o3vPPOO1i9ejXWrl2LU6dOISQkBOPGjUN1dbWlzfz587Ft2zZs3rwZR44cgVqtxqRJk2Ay3RiRmj59OpKTk7Fnzx7s2bMHycnJmDFjhkOvlxBb0RoLQggvGGPIv1gA8ydvQX34MGA2Cx2SXf06qzfW+10SOowWe13ZBdNSml4Q7IoOtJ+Np9KG8dafWMTBPDYMOgGXJ0zxqsLjlU/Zrf/MjCfh5tYJAwcORMeOHWktRjMVFxcjKCgIhw4dwsiRI8EYQ1hYGObPn4+FCxcCqBudCA4OxqpVqzBr1ixUVlYiMDAQ3377LR5//HEAQH5+Ptq3b49ff/0VDzzwAC5fvozu3bsjMTERgwYNAgAkJiZiyJAhuHLlCrp06SLYNRPSEjRiQQixSa3WgOR92fjujURs/+QKygp1bT6pAICeRU5QMqgVtGJ+1yI4gzQDv6Vm2wcoBU0qAKC/+ZDd+lYoeiInx4zU1FRs3LgRa9aswfHjx6HTtd2d2flS+WexCT+/uhHLjIwMqFQqjB8/3tJGLpdj1KhROHbsGADgzJkzMBgMVm3CwsLQs2dPS5vjx4/D29vbklQAwODBg+Ht7W1pQ4groMXbhJBWKc1T48LBXFw9WQhj7Y3h/MK+j6D95RMCRuYYodlqoKvQUbSclmt7z5POa/it3uQfIGy5Vk+xCFHqH+zWf2lpT6s/l5WV4ffff0dCQgJ69eqFgQMHWnanJjcwxrBgwQIMHz4cPXvWfYb1e2TU79hdLzg4GFlZWZY2MpnMagfv+jb171epVAgKCmpwzqCgIEsbQlwBJRaEkBbJuVyGs79nIfdKeaPHM8s80c7DByJ1hWMDczBZWi64cQBzsRkkWpGLBdwMJ6u8ee2PeQu7DmWEexXElfYZPZBIfHH+nLTRYwaDAWfPnsXZs2cRGRmJYcOG4d5777VLHK5ozpw5OH/+PI4cOdLg2K1TyRhjd5xedmubxto3px9CnAklFoSQOzKbGdLPFiFpbzaKs6tv29ZQa0bFfU/Bb+cHDopOGKyqCv307XFG7lqLYLVt7B7FrAxAUVnjN8qtVaTkIOSO2zHsqN36ZmwIjM0oDJWVlYWsrCwEBQVh2LBh6Nmzp9XGcHebuXPnYufOnTh8+DDCw8Mtr9eP7KhUKoSGhlpeLyoqsoxihISEQK/Xo7y83GrUoqioCEOHDrW0KSwsbHDe4uLiBqMhhDiztjcmTgjhjdFgwsXDefhuSSL2/l/KHZOKellSF5wj1ApDKwOFDqHFNALeMNuD1j2C1/7cpGJkioVbI6QUcehY/b2deudw+VLL1qMUFRVh27Zt+Pjjj3H8+HHo9Xo7xeacGGOYM2cOtm7dioSEBERFRVkdj4qKQkhICOLjbxRE0Ov1OHTokCVp6N+/P6RSqVWbgoICXLx40dJmyJAhqKysxMmTJy1tTpw4gcrKSksbQlwBjVgQQhqo1Rpw4VAezh/Iha6q5TcS5aVG6AY+BLeTu+0QnfPoohIDDadFOzUta9mGa86uVB5+50YtEBHsjnMCTj0Z7qGFpLJ5CXxLKRT9UFjYusSysrISv//+Ow4fPowBAwZg0KBBcHd35zlC5zN79mxs2rQJO3bsgKenp2W9g7e3N9zc3MBxHObPn4/ly5ejc+fO6Ny5M5YvXw6lUonp06db2j799NN46aWX4O/vDz8/P7z88svo1asXxo4dCwDo1q0bJkyYgGeffRaff/45AOBf//oXJk2aRBWhiEuhxIIQYqGpqEXy/hyk/JEHQ41tN6D5nR5AxzaeWARkVgC9hY6iZXRtLLHI4/hdZOzl78Zrfy01gCXare9Cle0jiTqdDocPH8bx48cRExODoUOHwtPTk4fonNNnn30GABg9erTV63FxcZg5cyYA4NVXX4VOp8Pzzz+P8vJyDBo0CHv37rX6XD744ANIJBJMmzYNOp0O999/P9avX281vey7777DCy+8YKkeNWXKFKxdu9a+F0gIz2gfC0IIKot1OLMnE1dPqGA28vMjQSTmMPzSO5AUZPLSnzPi5HL840WglnOdm/VeXvdg07mDQofBm29DF+P1jB689dd7eDhOugvza1Eh4rCOPQOpuYz3vqXSIBxIGA/Gc7UBiUSC6OhoDBs2DD4+Prz2TQhxPTRiQchdrKpUh9O/ZuLqcRXMZn5vpswmhtLhTyB4y5u89utMWG0thuk6IUGZKXQozaYx1QodAq8u6PgtNZsn4PYkQ9xrIK3iP6kAAKNhMO9JBQAYjUacOnUKZ86cQZ8+fTBixAjLHg+EkLsPJRaE3IXU5TU4/WsmLh8rgNlkv6ezmbXtECiRQWRsuws+B5T7IEHYbQ9aRGtuW38Xp6t8eOvLRylFnli4QfxB3Cm79MtxElw47wvAfovSzWYzkpKSkJycjF69emHMmDEN9m0ghLR9lFgQchfRVulx+rdMXPojHyaj/SvfaKqM0Iz6Kzz3f2P3cwmlYz4D2gkdRfNpjTVCh8AbJvfC9Ur+hhjCgz0g1FZkMo7DvepNdulbLhuA8nLHVLpijOH8+fO4ePEi+vfvj1GjRsHDw8Mh5yaECI8SC0LuArVaA87uzcb5A7lWu2Q7Qm7gEHRD200sfK4XAwOEjqL5tCb7bLwmhBrPCKCSv/7c/OT8ddZCgzz0kFc13MeAD7m5He3S7+2YzWacOnUKycnJGDx4MIYNGwaFQsB5ZoQQh6DEgpA2zKA34XxCDpL2ZqNW24xdseygQGVGx3tjIEs9Lcj57S4zF75md5SLXOOG3Wg2Qi+WQWZy/SlR5TyXmlV7SCDUxniDuCS79CuTtcfly3bpulkMBgP++OMPnD59GsOHD8fAgQMhlfK7oSEhxHnQBnmEtEFmM0PKH3nY+N/jSNx+XbCkol5R/8cEPb9dmc0YpeH3BtfetPK2sf9AgSj0zo1aIFMuTFIh4YBumu/s0neNLgaA8Nut63Q6xMfH45u4DdCcVoHxXCyCEOIcKLEgvFuxYgUGDBgAT09PBAUFITY2FlevXrVqwxjD0qVLERYWBjc3N4wePRopKSlWbb744guMHj0aXl5e4DgOFRUVDc5VXl6OGTNmwNvbG97e3pgxY0aj7e4muVfK8OPbp3Dwu6vQtmJzO3vILPeG2cNb6DDsJrrEter4a+VtY877dRN/O5+H+rihXKD77xh3ExTGXN775TgZzl9wru/NbghH+U9pKPr4LHRX7VMBixAiHEosCO8OHTqE2bNnIzExEfHx8TAajRg/fjw0Go2lzTvvvIPVq1dj7dq1OHXqFEJCQjBu3DhUV9/YcVar1WLChAl47bXXmjzX9OnTkZycjD179mDPnj1ITk7GjBkz7Hp9zqqiSIvdn57Hjg+TUZqnFjocK/oaEyrHzBQ6DLuJyHOOBK65tDJhN4HjS0pNAG99hQQJV9priPi8XfqVSQejusp5RgaC/YPQPqPuczaotCiNS0Hx/12AQaW5wzsJIa6CNsgjdldcXIygoCAcOnQII0eOBGMMYWFhmD9/PhYuXAgAqK2tRXBwMFatWoVZs2ZZvf/gwYMYM2YMysvLrTZgunz5Mrp3747ExEQMGjQIAJCYmIghQ4bgypUr6NKli8OuUUi1OiNO7c7AhYO5vG1uZw9+ARL0/WnWnRu6IC40GI/NLBU6jGb7zuCL3rnnhA7DZpOlX+BCNT+jLzEDw3DE1/FDFiIA6ySvwt2QznvfBfkzcO0a79222uTA4QjOaWSBvAhwHxACr3GREHvIHB8YIYQ3NGJB7K6ysq5sS/2mSRkZGVCpVBg/fryljVwux6hRo3Ds2LFm93v8+HF4e3tbkgoAGDx4MLy9vVvUj6symxkuHs7Dd28cx7l9OU6dVABAWYkRupgJQodhF6ygEJFGH6HDaDaNVLjqR3xhEgUuqvlbK1LuLuatr5aIdjfbJamQyzs6VVLRIaR940kFAJgBzQkVVO+dRvUfeWAmx5TGJYTwjxILYleMMSxYsADDhw9Hz549AQAqVV2l+ODgYKu2wcHBlmPNoVKpEBQU1OD1oKCgFvXjinKulOHHt0/i0Kar0FUbhA6n2QrunSh0CHYzqjpM6BCaTStx/afCes8I3naSlog4pEuFuZkdKrlkl37V1f3s0m9rxejuuWMbVmNC5e7rKPzoLGrSyh0QFSGEb1RultjVnDlzcP78eRw5cqTBMY6zvilgjDV47U4aa9+aflxFRZEWR3+6hszzJUKH0irZhVJEBkVAXJQtdCi861msAFxko2Gt2PXLfVa6teetr/YB7rgswI8MDkAP7Wbe+xWLlDiV7Dx7RnQL7wyfa82/3TAW6VDy1UUouvvDZ9I9kPg5z7UQQm6PRiyI3cydOxc7d+7EgQMHEB5+oxxnSEgIADQYVSgqKmowinE7ISEhKCxsuKFUcXFxi/pxBSajGad2Z2DzWyddNqkAALOJoXTkE0KHYRdh2a6zAFUncf3EolAcwltf/oHCLGbvrQQ89fxvMiEWD0GNk2ywLhaL0be4dVvT11wqReEHZ1C1PxvMSNOjCHEFlFgQ3jHGMGfOHGzduhUJCQmIioqyOh4VFYWQkBDEx8dbXtPr9Th06BCGDh3a7PMMGTIElZWVOHnypOW1EydOoLKyskX9OLvcK2XY/NZJnNyVAZPB9X+5Zhrag4nb3mCpPI3/cqH2ohG5/o/+TMZfYmHyFmZq2FDpFbv0m3atdTfy9tAnrBvcK1u/foUZzKiKz0LhR2ehuea6D1Va6/Dhw5g8eTLCwsLAcRy2b99udbywsBAzZ85EWFgYlEolJkyYgLS0NKs26enpePjhhxEYGAgvLy9MmzatwUO5s2fPYty4cfDx8YG/vz/+9a9/Qa12ruqCxDW4/m8X4nRmz56NjRs3YtOmTfD09IRKpYJKpYJOV7czMcdxmD9/PpYvX45t27bh4sWLmDlzJpRKJaZPn27pR6VSITk5Gdf+XIF44cIFJCcno6ysrvZ5t27dMGHCBDz77LNITExEYmIinn32WUyaNKlNVITSVukR/3UKdnyYjIpCrdDh8EZdaYR65ONCh8E7VlGJ3nrXGCnTioRZqMynyzX+vPVV5CbM1Mleup9471Oh6IbsLOco5CCXy9Ezl5+9RowlOuz/6lP8uuY9aKsqeenTFWg0GvTp0wdr165tcIwxhtjYWFy/fh07duxAUlISIiMjMXbsWEt5d41Gg/Hjx4PjOCQkJODo0aPQ6/WYPHkyzOa6B1X5+fkYO3YsOnXqhBMnTmDPnj1ISUnBzJkzHXmppI1oe48NieA+++wzAMDo0aOtXo+Li7P8oHr11Veh0+nw/PPPo7y8HIMGDcLevXvh6XljM6d169Zh2bJllj+PHDmyQT/fffcdXnjhBUuFqSlTpjT6A9jVXDiwF9dOZyA/vbPQodhFXsgwdIV9dhoW0rDKIJwPbDg9z9lo28ASpCQNPwta3GRiZErMcPTu1N2VgLcmifd+y8t6895na8UE9YAsjZ/nl7qwWqQdOQlcBzKSz2DE9Jnodd/4Nruert7EiRMxcWLjRS/S0tKQmJiIixcvokePHgCATz/9FEFBQfj+++/xzDPP4OjRo8jMzERSUhK8vLwA1P0O9fPzQ0JCAsaOHYtffvkFUqkUn3zyCUR/jmZ+8skniI6OxrVr19CpUyfHXCxpE2jEgvCOMdbo181PPziOw9KlS1FQUICamhocOnTIUjWq3tKlS+/Yj5+fHzZu3IiqqipUVVVh48aNVntduJoKVQG2vPUa9q77GJlJv8LL33Xm7bdEvorB0LGv0GHwrpvKNZ7VuHpiwUQSnK3kZ0fpyCAPmBycVADAcCn/JWYlYi+cO+ccFb88PTxxb6YPL31x7hLsT9pg+XONuhrxX6zBD0v/g9LcHF7O4Ypqa2sBAArFjcXtYrEYMpnMUjCltrYWHMdBLr9R6lehUEAkElm1kclklqQCANzc6tYdNVZ4hZDbocSCECdgNptwcsdP2PDKHGRfrNuF12wywVS7D4BzTGvgFQOKBrS96VCBWVVCh9AsGhf/njJ6hqPWzM+vL09/YSoO9a752Q69DoXBSapPD/TuDrGBn4QtU3oZGk3D8rN5V1Lw7cK5SPx5M8wmEy/nciVdu3ZFZGQkFi1ahPLycuj1eqxcuRIqlQoFBQUA6vZ2cnd3x8KFC6HVaqHRaPDKK6/AbDZb2tx3331QqVR49913odfrUV5ejtdeew0ALG0IaS5KLAgRWGFGOr5btAB/bFoPo77W6lhpTjqC2mcKE5idZVT6wuzuJXQYvJJcy4KEOf+PVR1z7ZuwaiV/pWZrvBxfIauzGwffmhO893vlinOs8Qn0DUBkBj+bF7IQMRKTtjZ53GQ04uiPG/Hd4gUozsrg5ZyuQiqV4ueff0Zqair8/PygVCpx8OBBTJw4EWJx3TqqwMBAbNmyBbt27YKHhwe8vb1RWVmJfv36Wdr06NEDGzZswPvvvw+lUomQkBDcc889CA4OtrQhpLmc/zcgIW2UUa/HoY1fY9PiBSjKbHpahCrtd7i51zZ53FXpdSZUjp4hdBi8YroaDK0Jv3NDgWldPLEokvC3GWGuwvGjNyNkmbz3qVD0RUGBc1SNGyjtApGZh9EKCYejWc0b2SnKSMfGRS/i2JZNMBmNtp/bRfTv3x/JycmoqKhAQUEB9uzZg9LSUqtqjOPHj0d6ejqKiopQUlKCb7/9Fnl5eVZtpk+fDpVKhby8PJSWlmLp0qUoLi5uUNWRkDuhxIIQARRlXsfGRfNxetfWOw7h63VauCkTHRSZY2UrnWehKV8GlfsJHcIdaZmTzJdppWzGz5N5P3cZCgT4LdindgfvfRYXdee9z9ZoH9wOodn8TC+rDKxAXv7VZrc3m4w4/tOmu3L0wtvbG4GBgUhLS8Pp06cxderUBm0CAgLg4+ODhIQEFBUVYcqUKQ3aBAcHw8PDAz/88AMUCgXGjRvniPBJG+IaKw0JaSMYYzjzyzYc2fxNi56q5aeeQbse3VGaz0/pRmdRWmyErt9YuJ3dJ3QovOlYAIC/B+p2oTW7dmJxVR/ASz/tgt2Rz0tPzddBIUKA7hCvfUqlAbhwwTmmrAys7chLP5yPFPtPrW/Ve4szr+O7117EkEenY8DURyBy4fLKarXaUnIdADIyMpCcnAw/Pz9ERERgy5YtCAwMREREBC5cuIB58+YhNjbWUikRqKsC1a1bNwQGBuL48eOYN28eXnzxRauy7GvXrsXQoUPh4eGB+Ph4vPLKK1i5cqVLF0MhwqDEghAHUZeV4rdPP0D2heRWvb+y4DeIpX+HyeC6vyQbo+o6CVFtKLHwyygB+gsdxe1pTE6yLXMrJWv4GRVS+Dp+4fZIeQ6g47dPo3EwnGHtcpd2HeGbzs+alZSaYzAYWv99ajIacWTzN0g/cwITnl8AvzDn2TSwJU6fPo0xY8ZY/rxgwQIAwJNPPon169ejoKAACxYsQGFhIUJDQ/HEE0/g9ddft+rj6tWrWLRoEcrKytChQwcsXrwYL774olWbkydPYsmSJVCr1ejatSs+//xzzJjRtqaqEsfgGGOuXR6EEBeQduIY9n65FjXVtlUNat/zPhTn9eUnKCchlnAYnvw2xCV5QofCD4kEz76sQCXnvDfvnlIPHEu9JHQYrcLAobdxA6qNtj8X6zoqHMkOXmOx2m0dgrXxPPYowuVLM1BSIuz6CpFIhGmKkfAos/3BhyGMYevRd3iIqo5EJseI6U8iesLkNr/vBSFCozUWhNiRoaYGv6/7GDtXL7c5qQCA3EsH4R2g5iEy52EyMpSNelLoMPhjNGKExrkXcOtceMTC7BHKS1IBAJkyxyYV4XIRz0kFoFDECJ5UAEDvdl15SSo4uRgHL23kIaIbjPpaHFj/BbauXApNRcOytYQQ/lBiQYidqK6l4tv/vICLB/by1iczm2HQxgNc2xpozDB2AHPhedC36lfKz+Zt9mI0G6EXy+/c0Amp3fkpNRvm64YKB/8GHKngf0VHfv69vPfZUjKZDL3y+VlQX+CVg7Jy+6x8yUw+g29enYuM5DN26Z8QQokFIbxjZjMSf96M7994BeUF/P+CLMvLQFB426p4oq40QDPiMaHD4E2HPOdfHK2R87PPgKOVyviZKx8c5Pjrjzb8xmt/MlkYLqUIP7WnX3B3yDU83E4ESnD41He293Mb2soKbF25FAc2fAmT0fn/nRLiaiixIIRHVcVF+GHZf3D0x4123Qm2IHUP3Dzb1t4WeWEjhQ6BN57XCoUO4Y60cg+hQ2iVHPDzZFzsI+Oln+YKkYkQqtnNa5+1NQMh9CpJd6U7umbxsJheBJwq3gPGHDCtizGc/XUHfl/3DSoKtfY/HyF3EUosCOHJ5T8O4JtX5yLviv0XxRpqaqCQH7X7eRwpT8VgiOopdBi8YHkFaGdy7l3FtTI3oUNolTRDEC/9lCkd++tvpFsROPCXBXCcFBcuePPWX2sN9OsBid72URNtaA2uZzhuipJPSDiyr0Tgx+WncPWEymHnJaSto8SCEBvVarXY/fG7+HXt+6jVahx23oK0ZAS0c/4n483GgOJBfxM6Ct6Mqnbu8pZameNLrfLhvNbX5j4kIg7XpY591N/PyO+ibZlsECorhV207efji6jrto98cR4S7D+73vaAmkkik0Hq/hBMRjEMtSbsi7uE/RsuwaB3gpq9hLg4SiwIsUFxdiY2LpqHK0f53fCqucpyf4NU1vyN9pxdZpU/zArXnPt/q97Fzj0ioJG45uLtk5U+NvcREeiOGgcuTQiQitBOvY3XPrOzonjtrzUGKbpBZLb9g7wuvgittpKHiJonrOtkVJdZ/5y5clyFLctPoTSvbVXdI8TRKLEgpJUu/3EAm/77EipUBYLFoK0og0/gecHOz7carQlVY54QOgxetMvleRc0nulcMLEwu/lDVWv72gi/QCUP0TTfCGUpRODvabhc3gGpqbx11yphgaFol2l78mwOFeFk8g4eImqesC4xKMqJbPRYuUqLn1adRuopmhpFSGtRYkFIC5mMRuz/eh1+Xfs+jLXCL6DOTTkM70Db98hwFtmefYUOgReKNOfe8E8r4WeHZEfSekTw0o/Jy7HXHmNM4LU/jSaG1/5aY6Cpk+2dSDgcuf6T7f00k4dfINRVQ2/bxqg3I/6rSziyJQ1mk/D7gxDiaiixIKQF1OVl+PHN15D8+y9Ch2LBmBl6dTy4NrK3RUmRETV9xwgdhs1YaRm66wOFDqNJWjE/m8w5Upmcn3UrKjfHzYPykYgQoeHv5lkkcsP5c44dcblVp7AoBOTbPnJUEViGAlUaDxHdmUgshkfgFOhrmvd9f25/DnZ+lAxtld7OkRHStlBiQUgz5V66iI3/mYf8q/av+tRS5flZCAxPFzoM3qi6TxY6BF4Mr+KnNKo9aF1wQ8J8LtTmPpQyMbLEjnsSPUJZARHj7+ZUIhkMjUa4hwgcx6FfZeNTiVrUj68U+0+utz2gZgrvMQEVRS2ropWXWoEtK06hMKPtjAgTYm+UWBDSDGd/24Ut/1sMTUW50KE0Kf/K71B61QgdBi+yi91g9gsROgybdS9y7F4JLaERud6P/3ST7SNAkcEeMHOOG7GIMfNb2OF6Oj87j7dWz/Au8Cq1PSm9oD0Co9ExowFBUd1RlNO6HcrV5bXY9v5ZXDpin93ACWlrXO83CyEOZDIa8Pu6j3Bg/ed23fCOD0Z9LWTSI0KHwQujwYzS0TOFDsNmwZnO+6RTK/yGzS12Qedvcx8e/o4rs+spFiFK/QNv/SkUXZCRIdxohUQiQR+V7aNG+jAzUq4ctD2gZnDz9ILecB+A1n/Dm4xmHNh4BQc2XoHJSOsuCLkdSiwIaYKmohw/LFuEiwf4rT9vT6pr5xEYLlyVKj5lsXvAHPhk2R4kadkQ23BDY0+umFic5qHUrM7TcQu3h7tXQ8z4qw5WUdGHt75ao19oDyiqbbtt4BRiHEj5lqeI7nQyDn4RsajR8DNyeOlIPra9fxbqcuGLdhDirCixIKQRqvQ0bFw0HwWpV4QOpcVKs36DTOH6e1tUlRugGf6Y0GHYhGm1GFQTLnQYjdLyuAu0IzCZB65pbS9vmuvAKrsDGH8jiGKxJ86fE25TQzc3N3TL8bO5n3yPTFRUOKaca/seY1CaH8Brn4UZVfhxxSmoMhy37wYhroQSC0JucemPA/hhyUKoy0qFDqVVtFUV8PJLFjoMXuSHjxI6BJsNKrf9ZswetMy5p/bdqsbT9gXD/h4yqMSOSaiUIg4dq7/nrT8RNxS1tcIlgwP8e0BaY+MtQ6AEh0/z95ncjl+7KJSoetulb12VHttXJyHtdKFd+ifElVFiQcifmNmMQxu/xm9r34fR4NolBnMv/QHfINd/opanAoyR3YUOwyb3qpxzzpGWudaoVoXC9pGfdsEePETSPMM8tJCwat76u3pVuGIGPl7e6JjhZVsnIuBk4W6A2T85kioU4GQTwEz2u8UxGczY+1UKTv6SYbdzEOKKKLEgBIBRr8euD1fi9K6tQofCD8agq/wdnMi1FxoyBhQNni50GDbxyygTOoRGuVpiUSCy/cZa7uu4eVADWSJvfSkUvZGXJ9y/5YHu3SA22ZYga0J0yMhK5iegOwjpPBWaCtunzd0RA079koG9X6XAZHDtn7WE8IUSC3LXq9Go8dPbryPtxDGhQ+FVhSoXge0cs/mUPWWqA8HkDrhJsBMuPRtKs/Ptcq01udaoXIbZ9j1Bqjwcs3eHQsShs3oTb/2VlPTgra+WCgkIRvtM2zbk4zwl2Hd2PT8B3UG7boNRnMvPRorNlXaqEDs+TEKN2uDQ8xLijCixIHe16tISbH7jVeRdSRE6FLvIuxwPpbdr721RozGicswTQofRekYjRukihI6iAY3JtSrbpNTYVmqW44AMB20rMti9BlIzPyNVEokfLpwXbpf0gegMjtk2WpHOnUeNzv6ll70CQ1FZOsju52lMQXolflp1GhVFWkHObw+HDx/G5MmTERYWBo7jsH37dqvjhYWFmDlzJsLCwqBUKjFhwgSkpVk/zEpPT8fDDz+MwMBAeHl5Ydq0aSgstF6bkpqaiqlTpyIgIABeXl4YNmwYDhw4YO/LI3ZCiQW5a5XkZGHT6y+jNDdb6FDsxmTQQyrid4MuIeR4RQsdgk36l9o4P90OdCbXSjjPVvva9P52fkpUcY5Z/DyYO8VbX2bzYBgFmrUWFRKBIBvLaJlDRTh1bhdPETVNLJHAzWcyjAbhdpSvLNbh53fOoCDd9de3AYBGo0GfPn2wdu3aBscYY4iNjcX169exY8cOJCUlITIyEmPHjoVGo7G8f/z48eA4DgkJCTh69Cj0ej0mT54Ms/nG1LGHHnoIRqMRCQkJOHPmDPr27YtJkyZBpXJM9TDCL44xB6ykIsTJ5F6+iB3v/g81GrXQoThE+96PozjHsdMD+Da0bDMU5/8QOoxWqRrTD88MPi90GFYknARJ168LHUazMIkC92i+ArPhyXm/rgE4Fmn/NRZSjsPn3L8hN/FRMUiEK5f/geJiYX5NP+Y5Ct7FNoyWSEU4WPEjCovS+QuqCRG9p6Iop6Pdz9McYqkI9z/ZDZ1jbJ++5yw4jsO2bdsQGxsLoG6UoUuXLrh48SJ69KibqmcymRAUFIRVq1bhmWeewd69ezFx4kSUl5fDy6vu4Up5eTn8/PwQHx+PsWPHoqSkBIGBgTh8+DBGjBgBAKiuroaXlxf27duH+++/X5DrJa1HIxbkrpN24hh+fvuNuyapAICSjN8gdXPt+b+FPWOFDqHVvNOdryylkRlRK3bgpg42MHi2tympAADOxzHzoAZ56HlKKgCFop9gSUX38HttSyoAlPkXOySpCOnUG4U599j9PM1lMpgR/1UKLhzMFToUu6mtrZtKqVDc2FtFLBZDJpPhyJEjljYcx0Euv/FzRqFQQCQSWdr4+/ujW7du+Oabb6DRaGA0GvH5558jODgY/fv3d+AVEb5QYkHuKkm//4JdH6x0+XKyLaWrroK3z1mhw7BJVokSJt8gocNoFZaTjyCzu9BhNKBVOK78qi0qeSg1W+rmmCkyg7kk3vpSqbrw1ldLiMVi9C22bYST85Mi4eQ3PEXUNKWPH3S6UeCcbId7xoDDm1NxanfbLEfbtWtXREZGYtGiRSgvL4der8fKlSuhUqlQUFAAABg8eDDc3d2xcOFCaLVaaDQavPLKKzCbzZY2HMchPj4eSUlJ8PT0hEKhwAcffIA9e/bAx8dHwCskrUWJBblrHNn8DRK+XgfG7s6ygLmXjsI3uFzoMFrNqDejfPRMocNoHcYwWt1e6Cga0MidL9lpTKEkzKb3S8UcMqT2/3cvBtBVw88GcDJpCC5eEOZmuW9Ydygrbbs9OK8+DJOdK49xnAg+oVNQq3W+qmv1Tu7KwB8/pKKtzTqXSqX4+eefkZqaCj8/PyiVShw8eBATJ06EWFyXxAcGBmLLli3YtWsXPDw84O3tjcrKSvTr18/ShjGG559/HkFBQfjjjz9w8uRJTJ06FZMmTbIkH8S1CFdqghAHMZtM2PvFGqQc3Cd0KILTlv0OTjzNrhtH2VMW1wn+HAfOBX9J9ylW4kcnW8OtlbpGGd9MZttIVWSQBy464B49xsMEt2p+ikHoDYNsnv7VGgq5Aj1yA2zqQx9mwqWjh3mKqGnte45DUa5z7mx/s/MHclGjNeD+J7pBJHbNn72N6d+/P5KTk1FZWQm9Xo/AwEAMGjQIMTExljbjx49Heno6SkpKIJFI4OPjg5CQEERFRQEAEhIS8Msvv1itw/j0008RHx+PDRs24D//+Y8g10Zar+18hxPSCENNDba/+xYlFX+qLMpHYNhVocNotcoyA3RDHxY6jFYJz3G+KkxameLOjZzA5dpAm97vE+CYBGqomJ8F+hwnwYXz3rz01VIxQT0g07X+1oBzEyPhgv2nQAVEdEZxXne7n4cvqScK8eu6CzDqTUKHwjtvb28EBgYiLS0Np0+fxtSpUxu0CQgIgI+PDxISElBUVIQpU6YAALTauvK8IpH195xIJLKqHEVcByUWpM3SVlXixzcXISPptNChOJW8y/vg4aMTOoxWy4u8T+gQWsU9LU/oEBrQSlwjsUhW21Zq1uhl/6kyIgDdeJoGJZcNREWF40flvDy90CnDtoQmV5mByqoiniJqnFzpDjPGCzKiY4usC6XY+XEyanWuseu9Wq1GcnIykpOTAQAZGRlITk5GdnbdqNyWLVtw8OBBS8nZcePGITY2FuPHj7f0ERcXh8TERKSnp2Pjxo147LHH8OKLL6JLl7r1Q0OGDIGvry+efPJJnDt3DqmpqXjllVeQkZGBhx56yOHXTGxHiQVpk6pKirD5jVegSnf9naf5ZjIYwDHX3XwoV8XB0F6YRa22MJeUorPRtk3e+KaVOGjHOBswkQRnq2xbZK5S2P8GNNrdDHcDPxWQcgSqcDTQszskRhs+qyAJjpzZzF9ATZ3mnlhoq12jotmtCq5VYtv7Z6Gtcv4CIqdPn0Z0dDSio+v2EVqwYAGio6PxxhtvAAAKCgowY8YMdO3aFS+88AJmzJiB77+3Tq6vXr2K2NhYdOvWDW+++SYWL16M9957z3I8ICAAe/bsgVqtxn333YeYmBgcOXIEO3bsQJ8+fRx3sYQ3tI8FaXMqiwrx45uvoarY+Up8OpP2vaehOMf2ajtC6BZcitAf3hA6jBbb868++NrfeXZ5f1vRCVMuJwgdxm0ZvCLRuWhFq9/vIZegdFQQGGff5GKu90UMrlhicz9yWQT27RsJOLjKUZBfACYX9G79LtsiDon6X5GVY9/9WsJ7jERJfsydGzo570A3TJnXF14OmqZHiKPQiAVpUyoKVfhh2X8oqWiGovRfIVe65t4WmepgMBdZH3CznkXO9ZRVK3b++h1qpW3Jb0Swh92TCg5ADy0/T+q1ugFwdFIBAAMlXVqfVABQh6jtnlT4hISjvCjarudwlMpiHbatPovKYq3QoRDCK0osSJtRrsrHD8v+g+qSYqFDcQm1GjU8vE4JHUar6DRGVI2ZIXQYLRaS7VybMmpFjtnbwRZFUtv2U3D3t38C2lsJeOov29yPSCTH+XOOLwEcERyOkOzWf06cpwT7z6znL6BGSGQySN0fgsno/N+zzaUuq8X21UmoKKTkgrQdlFiQNqEsPw8/Lv0P1KUlQofiUvIuJ8IvpEzoMFolx8f1dmWVpmWDc6LJpxqR8/8KyGbBNr1f52n/UZmh0iu89COVDIFa7fhvkAE1tq3pSEMSamrsmzSHdZ2M6jLX2HelJdTltdi++izKVRqhQyGEF87/W4WQOyjNzcGPy/4Ddblr3iALTV2yByKJ65X1Kyo0obbHUKHDaBFWrUZMrW2bvfFJ6wJFda4abCs1m+2A9em9dD/x0k9GhuM3UezSrhN8C1tfNcsUyuHM+V95jKihsC4xKMqJtOs5hKSp1GP76iSUFTjXiCYhrUGJBXFpNYWV+Ol//4WmwnV3lBZaVbEKASG2T+MQQmHvvwgdQosNrbDtRplPOhdILM5rWl9qNsBTjiKxfUcAuisB79okm/tRyDshnZ+iUs0mEokQXdb6NSycVIRDafatAuXhFwh1lWs9QGgNhcyMoueeQu3160KHQohNKLEgLstQpEXZl5cxvsfTELnAXHFnlntpPzz9XG8oPrPUHWZv23YJdrR7C53nx64WTjQvqxEMHE5Utn5fhXbB9p86M1zKTzZQVeX4Rcl92nWDR3nrf3aW+BWiuDiTv4BuIRKL4RE4Bfoa5y8yYAu/AAl6HVgKdvUisp+cidqMDKFDIqTVnOc3HCEtYCjWovjLCzCrDZDmcYgd8hIlFzYwm4yA8QCYk99o3sqoN6N89Eyhw2gR/wznGV3TMufeBdjsHoxKQ+tvKmW+9q/C1bvmZ5v7EIvdce6cY8uOymQy9Mxr/foVzk+KA6fsu8N2eI8JqCgSZgdyR/ELkKDXwTchLi0AABiLi5H95Ezos7IEjoyQ1qHEgrgcY6kOJV9egLn6xgZD0nxKLmxVnJWK4PY5QofRYpnie4UOoUXE6dlQMOd4Aqthzr0DsMYjwqb3V7rb9+dBZzcOvjUnbO5HJBqCmhrHJvX9g3tA3tpFNhyQXHUAJpP9vn+CorqjKMe1/m23lG+AtC6pKMmzet1YVISsJ2dCn+N6P48JocSCuBRjWQ2Kv7gAUyO7lkrzOTw85GWIXaA2v7MqvPYbFO7OvyPszSrLDNAOjRU6jGZjej2G6xy/SLcxWrNz72NSKm39QneOA65L7XuzPkKWyUs/aWm2ldRtKQ93d3TJav3alZpQI66kHeUxImtunl7QG+6DEPt5OIpvgBS9Dy5rkFTUM6pUyHrySehzcx0cGSG2ocSCuAxTtR7F/3cBpsraJttI8oHYwS9RctFKtVoNlO62P4F1tPwO9wsdQosMKPMROgQAgNbs3ElkDhfa6veG+ymhtvNvuD61O2zuQ6HogZxsx1ZlG+jbAxJ9627aOTcxEs5v4Dmim0/AwS8iFjUaB5TzEoivvwS9DzUcqbiVMb8A2U88CUNBgYMiI8R2lFgQl2DWGVHy1UWYymru2JaSC9vkXz0F/zDX2g8kVyWGsV0nocNotnvynWNtg9bk3IlFmrH1C/MDg+y7cLuDQoQA3SGb+ykr7cVDNM3n7+OHDtc9Wv3+HLd0VFfb7+dD+x5jUJrvWgUZWsLXX4Leh9+CuLh5IxGG/HxkP/0MjOXOszaLkNuhxII4PWYwoWR9Cgwt2ECIkgvbVKp+g1jqHDe/zWE2M5QM+4fQYTSbd7pz7A6vNemEDuG2Lmj9W/1eztu+T7xHym2f/y6R+ODcudbvIdEaA+VdITK3copRsARHz/7Ib0A38WsXhRJVb7v1L7SWJhX19NevI+dfs2DWuF7lPgA4fPgwJk+ejLCwMHAch+3bt1sdLywsxMyZMxEWFgalUokJEyYgLS3Nqk16ejoefvhhBAYGwsvLC9OmTUNhYaHl+MGDB8FxXKNfp06dcsRlkj9RYkGcGjMxlG68DH1WVYvfS8lF66lLi+EffEnoMFokUxcKs8z+VYB4kZ0Hf7NS6CigM955BFBIp2woNVustO/8/D76X2zug7EhMDpw/Xy7oDC0y2pl9Skxh+O5OwBmn3UrUoUCnGwCmKlt3pa0NqmoV3PhAnLmzAHTO/coY2M0Gg369OmDtWvXNjjGGENsbCyuX7+OHTt2ICkpCZGRkRg7diw0fyZSGo0G48ePB8dxSEhIwNGjR6HX6zF58mSYzXXTCIcOHYqCggKrr2eeeQYdOnRATEyMQ6/3btc2/wWTNoExhvItV1FztfVDwJJ84OHBL0Esbrvzde0l91ICvPxdZydYbbUR6lHThQ6jecxmjNK0fmMyvpiYCTVShdBhNMrs5oe8mtYlijKJCJkS+y3cDpeLEKLda2MvHK5cDuIlnuYaaGj9dMHqoGpk517kMRprIZ2nQlPh2JK7juLrL0HvP95udVJRT3s8EXmvvApmduyaHFtNnDgR//vf//CXvzTc0DQtLQ2JiYn47LPPMGDAAHTp0gWffvop1Go1vv/+ewDA0aNHkZmZifXr16NXr17o1asX4uLicOrUKSQkJACoK58cEhJi+fL398fOnTvxz3/+ExzXdosAOCNKLIjTqtx1Hdpk26eMiPOBhwe/SMlFC5lNJphq9wMutLdFjv9AoUNotugS+2/e1hxaWevn29uTzr31lbMiA93RyrXJzTJSYftiWoWiL1Qqx90gdg6Lgn9B66Zdcd4S7Dsdx3NEN7TrNhjFuY6tjOUoPv7SuqSiKJuX/qp//x2qZW/y0pczqK2tK8aiUNx4wCEWiyGTyXDkyBFLG47jIJffeNCgUCggEoksbW61c+dOlJSUYObMmfYLnjSKEgvilKr2ZUF9LJ+3/uqSiwWUXLRQaU46gtpnCh1GsxWqzNB3Gyx0GM3SPtc5pjRo5MJPyWpMmaL1IzreAfZ98h1t+M3mPooKu/EQSfNwHId+la3fE+Sq6Qz0ei2PEd3gFRiKytJBdulbaD7+UvT543+8JRX1Kn74AUUffcRrn0Lp2rUrIiMjsWjRIpSXl0Ov12PlypVQqVQo+LMa1uDBg+Hu7o6FCxdCq9VCo9HglVdegdlstrS51VdffYUHHngA7ds7R2nvuwklFsTpqI/no2ofvz+IAUCczyi5aAVV2u9wc2+6xK+zUfV9ROgQmsU9zTlKSGqlzplY5NtQatboZb8F0SEyEUI1tq2vkEoDceGC4zbz7BXeBZ6lrVtrZgoFki7s4TmiOmKJBG4+k2E0tL2NTX38peh9hL+RiluVfrYO5Zt/sEvfjiSVSvHzzz8jNTUVfn5+UCqVOHjwICZOnAixuO77IjAwEFu2bMGuXbvg4eEBb29vVFZWol+/fpY2N8vNzcXvv/+Op59+2tGXQ0CJhd2sWLECAwYMgKenJ4KCghAbG4urV69atWGMYenSpQgLC4ObmxtGjx6NlJQUqzZffPEFRo8eDS8vL3Ach4qKigbnevvttzF06FAolUr4+PjY8arsT3u+GBU70+3Wvzif4eFBlFy0hF6nhUKZKHQYzZZV5gGzp5/QYdwRKyzCPcbWb1LGF53MOddYpJsCW/3efIX95kGNdCsCZ+P0QKNhMBw1TV4qlaJ3QeuSNE4mwsHU73mO6IZ23R9CZYlzTsWzRX1SISnMsut5VG+9heo/1xi4sv79+yM5ORkVFRUoKCjAnj17UFpaiqioKEub8ePHIz09HUVFRSgpKcG3336LvLw8qzb14uLi4O/vjylTpjjyMsifKLGwk0OHDmH27NlITExEfHw8jEYjxo8fb6lyAADvvPMOVq9ejbVr1+LUqVMICQnBuHHjUF1dbWmj1WoxYcIEvPbaa02eS6/X47HHHsO///1vu16TvdVmVaHsx6t2n9IvLqhLLiQSSi6aqyD1DPzDnKNE6p0Yas2ouO9JocNolpFVrd9Zmi9aJ128fVHXulKzngoJcsT2u2uPNsbb9H4OYqSkOC7x7RfSHYpW7hRY7FuAkhL7PHEP6dQbhTn32KVvIfn4S9H72HK7JxUAAJMJeQtegi452f7ncgBvb28EBgYiLS0Np0+fxtSpUxu0CQgIgI+PDxISElBUVNQgeWCMIS4uDk888QSkUseWciZ1qA6nnezZYz10HBcXh6CgIJw5cwYjR44EYwwffvghFi9ebKmUsGHDBgQHB2PTpk2YNWsWAGD+/PkA6mo0N2XZsmUAgPXr1/N+HY5iLNWh9JsUwOiYhcLiAobYgQuw/eRqGI3OMdfd2VXk/waJ9O8uMW0hS9IVzj9mAfQolkPoQDUS5/zle7qqdaM5EcEeKLZTFZgAqQjh6m029SFXDEBpqWOGK5RuSnTNbl2CxvlLceDktzxHVEfp4wedbhQ4tK1qPd5+fyYVBZkOOyerqUHOc/9G5PebIG/k6b0zUKvVuHbtmuXPGRkZSE5Ohp+fHyIiIrBlyxYEBgYiIiICFy5cwLx58xAbG4vx48db3hMXF4du3bohMDAQx48fx7x58/Diiy+iS5cuVudKSEhARkYGTYMSEI1YOEhlZSUAwM+v7i4iIyMDKpXK6h+OXC7HqFGjcOzYMUFiFIpZZ0TJhhSYNQ4s6I765OIlGrloJk15CXyDLggdRrOUlxqhGzRJ6DDuKCxb+A2vtE44LZDJ3JGqad0CbKWf/UZgRipLIYJtG0fm5XbkKZo7G+DfHdLaVty8c8DZ8n0wm/nfJJPjRPAJnYJarXMmtK3l7SdFn+OOTSrqmSoqkPPsv2Assd+O6LY4ffo0oqOjER0dDQBYsGABoqOj8cYbbwAACgoKMGPGDHTt2hUvvPACZsyYYSk1W+/q1auIjY1Ft27d8Oabb2Lx4sV47733Gpzrq6++wtChQ9Gtm+OKIxBrNGLhAIwxLFiwAMOHD0fPnj0BACqVCgAQHBxs1TY4OBhZWQ4YQnUSzGRG6XeXYSwSZgdgcYEZsQNfwvaT79PIRTPkXjqIoI4dUVniKXQod5TfcTw6nrB9EzN7kqXmAOOEjUHbyOJHodV6RgIt3xMTAKD1lMBe8yn7GW2bzy6TtcOlS455Su/j5YN7Mrxa9d6aMANSj9hnXVX7nuNQlOsK44nNJ2RSUc+Qm4ucWc8hcuO3ELk5134go0ePBrvNxoovvPACXnjhhdv2sXLlSqxcufKO59q0aVOL4yP8ohELB5gzZw7Onz/fIAMH0GDjFsbYXbWZS8X2dNReqxA0BnGBGQ8PfAlSJ51r7kyY2QyDNh7gnH9vi5xCCUyhzjk1oB6rqkK0vvXVj/igFTlfYlEhb/2eBll22nzdRyJCpOYnm/qoqRkIOGj6zyD3bhCbWn4uTilBQvIGO0QEBER0RnFed7v0LRRnSCrq1aSkIP8/i257E0+IvVFiYWdz587Fzp07ceDAAYSH36jLHhISAuDGyEW9oqKiBqMYbVX1oRxoTqnu3NABRAVmxA54kZKLZijLy0RQeIbQYdyR2cRQMvwJocO4o6EVAYKeXytyvl8DBZLWLWoP8pKjRGSfm6oR7hUQsdaPanKcFBfOO2akLzQgGOGZrXtqnSW/imp1Kc8RAXKlO8wYD8bazoMzbz8p+h5f4RRJRb3q339HydpPhA6D3MWc7zdKG8EYw5w5c7B161YkJCQ0KIkWFRWFkJAQxMffqDCi1+tx6NAhDB061NHhOpzuYgkq92QKHYYVSi6aryB1D9w8nX9vi8zaMJidfA1NV5WwM1K1Tnifl2EKatX7QoPsV7o0xnTYpvfLZENQVeWYJ8kD2b3gWnEDz4LFOH7WtlGZpgTdEwtttZ2GkwRQn1SIC5zvIUvJp5+iao999h4h5E4osbCT2bNnY+PGjdi0aRM8PT2hUqmgUqmg09WtJeA4DvPnz8fy5cuxbds2XLx4ETNnzoRSqcT06dMt/ahUKiQnJ1sqKly4cAHJyckoKyuztMnOzkZycjKys7NhMpmQnJyM5ORkqNVqx150M+lzqlH2g/3LyrYGJRfNY6ipgVx+VOgw7khTZYRm9N+EDuO2ArMqBT2/MyYWl2pbN4oj9bXPjaunWIQo9Wab+sjKjOQpmtu7JzQSgXmtSKbFHI7m2FbxqinhPUaiOK/tjMQ7c1IBAGAM+Yteg+6WfbGc3eHDhzF58mSEhYWB4zhs377d6nhhYSFmzpyJsLAwKJVKTJgwAWlpaVZt0tPT8fDDDyMwMBBeXl6YNm0aCgsLG5xr9+7dGDRoENzc3BAQEGCpzklsR4mFnXz22WeorKzE6NGjERoaavn64YcbO2W++uqrmD9/Pp5//nnExMQgLy8Pe/fuhafnjeHydevWITo6Gs8++ywAYOTIkYiOjsbOnTstbd544w1ER0djyZIlUKvVluoLp0+fdtwFN5OxohYl36SAGRy0O1QrUHLRPKq0ZAS0a/gD29nkBAwWOoTbEl/LhowJt85BC+f7t3i22qdV76t0t8/nONy9GmLW+gITcvk9uOX+xy44jkOMukOr3lsVVIm8vMv8BgTAJyQc5UXRvPcrFG8/KfokrnTepOJPTKdD7uw5MBa7xv5DAKDRaNCnTx+sXbu2wTHGGGJjY3H9+nXs2LEDSUlJiIyMxNixYy37g2k0GowfPx4cxyEhIQFHjx6FXq/H5MmTYb5pR8qff/4ZM2bMwFNPPYVz587h6NGjVg90iW04Rqt8iIMwoxlF687BkOucIym3MoeIsOP0h9AbhKlY5QqUPn4Qy/8Bg965C8wNz4+DLNX5Eu16n87viINuwlSDG+nTDZ8k/S7IuRvDxDJ00n4NE2vZcy8RB3Dj2kFjhxGYNzz3okvV561+v0H/KBIT7V+pp0d4Fwy5Fn7nhrfgvKXYmvI+7z/rJDIZfNs/heoyd177FYqXrxR9T6yEJP+60KE0X+wD6Pj2O5A5YVnp2+E4Dtu2bUNsbCwAIDU1FV26dMHFixfRo0cPAIDJZEJQUBBWrVqFZ555Bnv37sXEiRNRXl4OL6+6imjl5eXw8/NDfHw8xo4dC6PRiA4dOmDZsmW014Wd0IgFcZjy7ddcJqkAAJHKjKkx8yGTOlfpPmeirSiDT8A5ocO4o6L+jwkdwm0NLGvdZnB80DDH7h9zJwbP9i1OKgAg3N/dLkmFUsShY3XrS1iKREqcO6/kMaLGSSQS9C1q3aL3y4YTdnmAEtZ1cttKKk6+41JJRdV9/fDPrn/gzeNvCh2KzWpr69b0KRQ3ZhKIxWLIZDIcOXLE0objOMjlN6ZEKhQKiEQiS5uzZ88iLy8PIpEI0dHRCA0NxcSJE5HiYtPGnBklFsQh1CcKoD3t/NNmblWXXLxIycVt5F76Az5Brdx0wEEyy71h9vAWOowmdSoQbuBYazYIdu7GVLm1b9X7AgPtc/M+zEMLCatu9fsl4sHQae3/99s3tBvcqlr+K90YBpxLib9zwxYK6xKDohzHrCuxN0tSkXftzo2dgViMlOkD8cyg81BzeuxI34HvLn8ndFQ26dq1KyIjI7Fo0SKUl5dDr9dj5cqVUKlUKCgoAAAMHjwY7u7uWLhwIbRaLTQaDV555RWYzWZLm+vX6xLDpUuX4r///S9++eUX+Pr6YtSoUVZrV0nrUWJB7K42uwoVO9OFDqPVRCoTJRe3wZgZtVV7wTnx3hb6GhMqxjwldBhN8rku3I65OrNzbQxZ2MpSs8zHPlM9BjDbNopLT2/51KSWUigU6J4T2OL3cXIRDtrhhtPDLxDqqrZR3dDVkgrOywtbZ3XDssizVq+/d+o9nFKdEigq20mlUvz8889ITU2Fn58flEolDh48iIkTJ0L85yafgYGB2LJlC3bt2gUPDw94e3ujsrIS/fr1s7SpX2uxePFiPPLII+jfvz/i4uLAcRy2bNki2PW1JZRYELsyqfUo++4yYHLem87msCQXMvtPaXBF5QXZCAx37l+82fJuQofQtMxceJuFKRagNTlX2eAs1rpSsyVu/M+DUog43Ktu/TQohbwrMjPt/7NvQGAPyGpafv2F3vkoLcvlNRaRWAyPwCnQ1zj3uqvm8PKVou+pd10nqYiKwPJnvbHZ+0qDY0ZmxMuHXoZK4xx7R7VG//79kZycjIqKChQUFGDPnj0oLS21Kuc/fvx4pKeno6ioCCUlJfj222+Rl5dnaRMaWrchaffuNzZqlMvluOeee5Cdne3YC2qjKLEgdsPMDGWbrsBU6VxPRFtLpDIhtv98Si6akH9lL5ReNUKH0aSyEiN0AyYKHUbjTCaM0rRuCpCtNMa6ufWfndKj92dqeK2ogteKKgz5SoPf0m4/TepQphH9v1BD8b8q3PNRNdadtv63Hp9uxL1r1PBeWYUnt+ugv+kBQ2UNw71r1MiutK5KdVnf8ifvcokIGRL+b+AHu9dAam799Ijyij48RtM4L08vdMpoxTS/AAkOndrIezzhPSagosh5px02lyWpyHVAOS8e1A7uheemVSBJVtBkm7KaMrx06CUYnGz6Y0t5e3sjMDAQaWlpOH36NKZOndqgTUBAAHx8fJCQkICioiJMmTIFQF1yIpfLcfXqVUtbg8GAzMxMREa2jal7QnP9RwrEaVX+moHa68LW6Ocb92dysf3Mh9DrtUKH41SM+lpIJX8AGCd0KE0q6DwB95z6TegwGpW5PQPp19NRW1ALTspB2UmJkGkhkIc2vTeD+rIamasyG7zeeXlnyMPq3qe+qEb+t/kwVhnh1c8LYU+FQSSpe6Zk0pqQtCwZ2X+TIdyLw8qxcnTyqzu2IdmAqZt1SJolQo+ghmVcM8rNeHCTFs/2k2Hjw1IczTHh+d01CFRyeKS7FGbG8PetOvxnuAwPdJTg0S06fHnGgNkD66YsLdxXg+dipIjwtn6+laxu+UL2yGAPnLfDwu3BXOunjojFXjh/zv6VeAZ5doe4uIUXzwFnS+NhNpt4jSUoqjuKcu7ltU8huFpSkf2XgXjl3rNozp6I54vP471T72HRoEX2D6yF1Gq1Zc8uAMjIyEBycjL8/PwQERGBLVu2IDAwEBEREbhw4QLmzZuH2NhYjB8/3vKeuLg4dOvWDYGBgTh+/DjmzZuHF198EV26dAEAeHl54bnnnsOSJUvQvn17REZG4t133wUAPPaYcxf5cBWUWBC70J4rhvpIntBh2AUlF00rTL+A8F49UZIbKnQojcoulCIiOBKSQmFKu97O9asq+D3gB7d73MBMDEU/FyHzvUx0Xt4ZIvntB5c7r+wMkeJGG4lX3Y92ZmbI+TwHgQ8FwqOXB3LW5qD8YDn8x/oDAFQ/quA3xg+BAQyTva2rAr19vxifndYjMdfUaGKx7rQeEd4ifDihbgpXt0AxTueb8N5xPR7pLkWJlqFYy/D8ABkUEg7RISK8e6wWb/9RiwI1Q0dfDp88aL1TNuPEOF1Zt4+PUV2G8oSvoC+8BmNZPjz7T4bf2H9ZtddlJKEs/jPk1VRCMmIMvF56A5xUCgAwq6tR9vw/4PvuOoiDW/79KOVsmwbFcUOht/NgbZBfICIyWj6CqgurRdqRk7zG4ubpBb3hPgBOuONiC3j6SNH39PsukVRwbgrs/0c3rAs4e+fGN9l0ZRP6BvXFxCjnGsE9ffo0xowZY/nzggULAABPPvkk1q9fj4KCAixYsACFhYUIDQ3FE088gddff92qj6tXr2LRokUoKytDhw4dsHjxYrz44otWbd59911IJBLMmDEDOp0OgwYNQkJCAnx9havO15bQVCjCO0OhBuU/pwodhl3VJxdyRdsopcin0qzfIFM4VwnTemYTQ9mIJ4QOo1FxnbvCd4QvFO0UcItwQ7un28FQaoAu885lQCWeEkh9pJYvTlR3c2dSm2CqNsHvPj8o2ingGe2J2vy6NRWaNA10mTr4j/eHVmb9fWwyM2y+aIDGAAxp3/imc8dzTRh/j/WzqQc6SnA63wSDiSFQySHUg8PedCN0BoZklRndA0X44IG6kZTnYmQQi6xvQk2eYdCZ/jyfyQCx0gveQ6ZBGhSFWzFmRskv78Gz70QMf3cDDFdSoNu91XJc/eVHcJv8aKuSCgAY5KGH3NT6SnZXr9h/p+mB4i7gmvOY+iacuwT7kzbwGwjHwS8iFjUa19or4VaePlJEn3kfkpyrd24sMC40GJ/Maod1ARda9f4lx5bgeqVzlc4dPXo0GGMNvtavXw8AeOGFF5CTkwO9Xo+srCy89dZbkMmsv+fqK0Xp9XqkpqZiwYIF4DjrfyNSqRTvvfceCgsLUVVVhfj4eMveGMR2lFgQXpn1JpRuvAymd77dfPnGqUyY2nceJRe30FVVwMs3SegwmpShDwcTO99gLctXIdx4Y266SVc3TUXcjN2kry25hivzriBjVQbUl2/sFSP2FEPiI4E6RQ2z3gxNqgaK9gqYjWbkb8hHuyfbgRNx0P75PXyh0ASP5VWQ/68az/2iw7bH3dA9sPHzq9QMwR7Wv7CDPTgYzUCJloHjOPz4mBveOlyL7p+qMaaDGDv+qsTV0rq1EDIxMOxrDbqsVWPtybpH+9XKCEtfEu9g+I2dBY+e90Mkb/hU3qytgllbCc9+D6G6SyfIh46CMavuRkl/MRmGq5eg/Evrd9MdzLX+e1ih6IP8fPv+DIwMaY+QnKanyTUlQ3oJGk05r7G07zEGpfkBvPbpaK6UVJj6dMFLM0w2baqpM+rw0sGXoDPSBrCEX5RYEF5VbL8GY/Hd84OKK6TkojG5l4/AN8g519doqoxQj/qr0GE0apS6rtQqYwyq71VQ3quEIrzpalFSHynCZoYhYk4EIuZGQB4qR+Y7mdBc1QCo2722/fPtUbyzGGmvpcEtwg2+I3xRsrsEHt09wMk4XP/fdYz8XxrWntSjS4AIyc95IPEZd/w7RoYnt9fgUnHT8/BvfVbO/lw/Xf+AcHiEBKee9UDGPE988pAbMirM+PZ83cLRjxL1mNVfij+eUuLNQ7U4X2hCsbT5pWZFSm+IPfzA5Z1HjlEHw/mzkNzTGcxgQPWHy+H14mJw4jsnZY0RA+iq+b5V7wWAkmL7P/0coLunxe9hIWKcSNrGaxx+7aJQourNa5+O5ukjRd+zrpFUlE6IwcyJmcgWV9jc17WKa1h+YrntQRFyE0osCG80ZwuhPVskdBgOR8lFIxiDrvJ3cCLnHLnKDXbOGvu9i+r2Sin4tgA1OTVo/9ztK0XJQ+XwG+0Htw5uUHZSIuyJMHj29kTJbzf2xXC/1x0dl3REl/e6IOyJMOhL9Kg4VoGgvwQh94tc+I7xxf/9JxpvHqrFlRIzOvmJEBMmxoqxCvQJFuGjxMYXCoR4cFCprSsxFWkYJCLAv5HSr4wx/GtXDd4fX/eU/XoFw6PdpQhyF2FUBzEOZZqQg5Amr9WkLkXRT8uQ+8kTyFo1Cbq0RARMXYiK45tR8tQjkHTuCreJU6H5/mvIogdCvfH/UHhfdIOvkqcesfRZezoRJU9MRdHkEahc+TqYoS7pifEwwVSRiSefyEFhYcum9Uml/jh/vnUJTXN1De8En8IWjrpJOBzN+pnXOKQKBTjZBDCT695K1CcV0mwnTyokEpx5YgD+HZ2MWo6/Rffbr23Hjms7eOuPENf9aUCciqFYi4rtrrsJnq3qkwuFwuPOje8SFapcBLZzzgWQBSoGQ6doocNoICxHi/xv81GVXIWo/0RB6idtcR9uHd2gL2w8GWCMIS8uDyF/DQEYUJNVA+8Ybyj8PSw391btAdQ2cQ8zJFyM+OvWN917042ICRNDKm6YWHyVZIC/ksOULjeuyWC68V8TY7iqb3o6DTMZIQ26B35jn7O8pgjvgXHvfIfATbvhNW8RTAX5qInfDfd/Pg9zQR485rwKv69+BOflA593PgXn5Q3FqLqqZcxsRuXy1+A2+VH4fbzeao3GUPF5/N+XpZg82RPBwS27gTcZh8DEb7ElK2KxGNElLS9NXBlYgbx8fm+eQzpPhabCdTcOdZWkgvPzxcbnOmNVO/tMMX37xNtOt96CuC5KLIjNmNGMsk1XwPR2/G3qAii5aCjvcjzcvZ1wahwDigY83uDlzeXliM3IwIC0VAxIS8XfsjJxWK1upIMbTmm1eDQzA31Tr2L89XRsrrCev35Mo8HE6+kYmJaKRQX50LMbT/mrTSZMvJ6OfIMBjDG8u/cPVJ2pQtSrUZAFtm4hbE12DSQ+jd8Mlx8uh8RDAq9oL+DPwSRmYtBK5DinMiG11ITMCjMuFJqweH8NDmaa8PdedYnAon01eGLbjb/L52JkyKo0Y8HvNbhcbMLXSXp8lWTAy0Maxl2kMeN/h2vx8YQb07rCvTh8mKjH8Rwj9mcYMbS9BOe1fk1el8Q7GL4jZ0DZxXq0SeNZNzrAGEPV6rfg8dwCwGyG8XoalA/GQhrVGbK+Mag5GA9WXQW3CXX17FllBVhFOZRTp0ES1dGyRkMEAImfITW1Fg//paX7MYiQktL0NfChd1hXuFe07Fc35yPF/lPreY2jXbfBKM5tx2ufjuThLUX02dVOn1Tg3igs+acCOz3t95BGZ9Rh4eGF0Jvaxp5TRFiUWBCbVf6WAUOBRugwnEOhkZKLm5gMeohFh4QOo1EZFT4wu3tZvRYsleDFwEBsieyALZEdMEjpjjl5uUirbXx36ly9Hs/l5qC/UomfIzvgX37+WF5YiL3VVQAAM2N4tSAfj/v44ruISFyoqcFPFRWW979fXIzHfXwRJpXiraJC7Couxqine0GkEMFQYYChwgDzTYUQVFtUyP3ixk7JJb+XoOpMFWpVtajJq4FqiwpVp6vgd3/Dm1tjlRHFO4sR+o+6KklidzHkYXKU7i3FmfQqZFQw/HTJgC5r1bj/Gy1O5Jmw5+9KjOtYl6QUqJnVZnZRviL8Ol2Jg5lG9P1cg7cO1+LjiQo80r3hKMu8PTV4eagc7bxu/MqZO1CGzSkGTPpeh1eGyjGwnRgnKlq+sVrmn3mM7tdtEHl5QzFsNGCui5MZ/xxRMRlhSDkHWb9BEIfUrePgfHwh8g9A7anjYLU1ljUafWS1+Py9c5g3PxDiRkZebkehiEFJif122pbL5eiV1/KdyVNqjsFg4G/zSq/AUFSWDuKtP0fz8JaiX9JqSLIb7lDtTDQjo/HsX4pxSVps93NdKbuCD858YPfzkLbP+UqjEJeiu1oG9bF8ocNwLoVGTO0zDzvOr0GNrkroaARXdP0S2vfq5XRPN/U6EyrHPAHfX9ZaXhvj4WnVZn5gIDZXlOO8TofO8oYVeH6orECoVIpFQXWlRTvK5bhYU4O4sjKM9/RCucmEMpMJf/PxgVwkwhgPD6Tr65KUs1otUmpq8Hpw3Xs3/5lw7H/ferpDu6fbwXdEXX11Y4UR+tIbTxWZiUH1gwqGcgNEMhHk7eSIfDESnn2srwMACr4rQMDEAEh9b9z4t3umHfK+zMPb+xLx+kg53hjVdJWh9bENp7yM6iDB2Vl3TqK/f0QJtZ4hWXVjVFMqAr5/xA1+bhwivEVYeFiMtKKPEDDpJUsbfWHd9AxmqIFJV1n355sqeoV4K5ApYjCXl0Gz8f/g9/F6AIDI0wviyChof94EWcxg6M+cAKuthceTsyzv5TgO3m+8g+pP30P1J+9CPmg43CZOhf7blYjup4BczmHeC3morDQj9mEvxMbeOekpyO98xza26B/UHbK0lj0PNLRjuHAkgbcYxBIJ3Hwmo7LEvutI7MXDW4J+SR84d1IhEiH10Rj8t2PL9qew1XeXv8PQsKEYET7CoeclbQvHGLPf4xXSppnUehR+eBZmtUHoUJxTkISSiz+5eXpB6jET+hrnepbhHyhBny2zGj1mYgy/V1djkaoAP0d2QKdGEosZ2VnoJlfgteAbexbsq67Ggvw8nLm3CyQARqenY0lIMIYq3fHPnBxM9fbCw94+mJaZif+FhqCnwvqGvWDKQMzr4dgbinmePfDMefvuSH4w04gxGxpuKPlkHynWx7rh73uU+Dk/ACHTV1qOZa2a1KC92CsIpqoiBD68GEMnTUJilAIVb/0Hsp59oXz4RrUvw+WLqFz1BswVZZB26gLD1UuQ9OgLU/oVmEtL4P3maiiGj7Hq25STBeni6fhiXRCefSYXcjmHsjIjqqsZoqKk+NcsfwwYcKP07ZnTWnz8cSnKK4wYMSIAA2JmQfxnJaqamhp8+eWXeOKJJ+Dt3fKRmFt5unvg0aqBEBuaP4rCycXYW7geZeX8PfyJ6D0VRTkdeevPkeqSig8hyb4sdChN4jzcsesfnfCNb4rDz93RIxyr1ECXR74BPAIdfv6WOHz4MN59912cOXMGBQUF2LZtG2JjYy3HCwsLsXDhQuzduxcVFRUYOXIk1qxZg86dbyT/6enpePnll3HkyBHU1tZiwoQJWLNmDYJv+nneoUMHZGVZl/VduHAhVq5cCdI45/otT1wGYwzlW1IpqbidIiOm9p5LyQUAXXUV/NufRknBYKFDsVJabERNv3FQnI23vJZaW4O/ZWVBzxiUIhE+DmvXaFIBACVGI/xv2WfCXyKGEUCFyYRAiQSrw8KwqrgIK4qKMNLdHX/x9sGXpaUY7K6EnBPh71lZKDeZ8HdfX/zd1xdBmZWAg/dq0orsPyt2dAcJ2BKvJo//75nxOHptmtVrkQt/abRtfcIh8an7e/F5veEveWm3nghYvxWMMZQ+MRWyvjGQdOgEyYOxqFz6coP2jDGYPnwLL8zyhNkMqFRGPPWUL/rHuGH9+nIwM/D6f1VYs7YdOneWw2xmWLGiCH/9qw9iBijx5jItRNwZDBw4EACwb98+xMTE8JJUAMBAnx4Ql7ZsalaBVw7KrvCXVIR06oPCnHtccm9tD28J+iV/5NxJRft2ePcxCU7KHZ9UPO7bCy9fSIDCoAN2zAb+/qPDY2gJjUaDPn364KmnnsIjjzxidYwxhtjYWEilUuzYsQNeXl5YvXo1xo4di0uXLsHd3R0ajQbjx49Hnz59kJBQN6L3+uuvY/LkyUhMTITopp+Jb775Jp599lnLnz08aKrz7VBiQVpFfSwfNVf53WSpTfozudh1YQ202rs7uci9dAyhXbugvNBX6FCsFHR9CFE3JRYdZHJs7RCFarMJe6ur8ZqqABvaRzSZXHC33GbdOgbcX6nEj5EdLH/O1Ouxs6oSP3eIwhPZWXjC1w/D3d0xNTMDMW5u6JqWDQkTwcg5rlSv1gnuFPO4lu9UXeEuQl3tqqYZzp2BKS8HPm+uhiSqEwCgsR1WdL9uQ7ivGEOHuqO6um7K1tRYb3h4iCCTcujT1w0lJUYkHteic2c5KivNqKgwY8pUL8jlcnTsGIni4rq58NnZ2cjPz8eDDz7Y4mtqTICvPyIzWljOOlCCw6e+4+X8AKD08YNWO7LB97sr8PCWIPrcx5BkXRI6lCbpB/TAgvtyUSRy7HpFP7kP3jR6YtTZ3TdeTPsdOPklMPDZpt8osIkTJ2LixImNHktLS0NiYiIuXrxo2VH7008/RVBQEL7//ns888wzOHr0KDIzM5GUlAQvr7oHHnFxcfDz80NCQgLGjh1r6c/T0xMhIU2XwibWaPE2aTFDsRZVezKFDsN1FBkxuddcKJVNP629W2jLfodI7Fx7W2QXyWAKDLf8WcZxiJTJ0FPhhgWBQegil+Pb8saT6ACJBCVG65KrZSYTJAB8GtmcjTGGJaoCvBoUBMYYLtfWYrynJ/wlEsS4KXFKpwXT6TC41rHrUZwhsUgz3n5Rslmvg77wumXdhamqEJeyrsBUWAAAqP7yY1Su+G+D9+l+3Q5pt16WpKLRvv9co/Hi3Lpyt56eYkRESLF1ayUupdQgKUmHbt3k0OrM8PxzAbqPjwj+/mKcPq0DY/2QlpaF4OBgmEwm7N69G5MmTbJ66mmLgbKuEJlb8JckAk4V7wFj/Pxb4zgRfEKnQK9refljodUnFdJMx48CNFf+lAGYeX+aw5OKYT5d8XNeIUZdO9rwYPwbQKlrlpCv/bPYhkJxowqdWCyGTCbDkSNHLG04joP8pgdGCoUCIpHI0qbeqlWr4O/vj759++Ltt9+GXk/Vs26HEgvSIszMUP5TGpjBuW4OnR4lFwCAyqJ8BIQ616JJk5GhbOSTTR5nAAxN3KD1dXPDMa31zcBRjQY9FApIuYY3gj9XVsJHLMZ9Hp6oX8Zs/HOIwwgG858P3weV+7f4OmyhhfD/ni/cptQsAOhVaShY/wIK1r8AACjb/38omPVXqNd/BgAwl5XAVKSyeo9ZXY2aP/ZDMTH2tn1XrX0H9/z9CdzjdeN789WFgTh4QI3Fi1WYNs0HFy7UoEbHMGpU3TQIjuPw39eDsXFjBf72198QEhKC6OhoHDlyBFFRUZBIJPj666+xdu1anDx5sqUfh0V4UBjCsprefb0x2tAaXM840+pz3qp9z3EoU9m3jK49OHtSwcnl+OPp/pjfI8mhI5QykQyvenTHZ0nxCKgubLyRQQtsmwWYXa+MfNeuXREZGYlFixahvLwcer0eK1euhEqlQkFB3YOIwYMHw93dHQsXLoRWq4VGo8Err7wCs9lsaQMA8+bNw+bNm3HgwAHMmTMHH374IZ5//nmhLs0l0FQo0iLqI3nQZ93dU3pa7c/kYteFtdBqG5uMcXfIu7IfvuFRUDvRxloZxkgEiMT4sFCFEe7uCJVKoDGb8WtVNU5ptfgivG5DstXFRSgyGrEytK5k6ePePthUXo5VRYV41NsHyTU6/FxZgffCwhqco9RoxLrSEnwXEQkA8BaLcY9Mhm/KyzHM3R2JGi3+5VeXUHQqYECogy4egJYJf/NwstLntscVEb2t1lz07x6Io+1v7JnhvfDNBu8ReXgi+Lfjdzy3z+sr8TfvdKBii+W1rl0V+Dqu7u89IUGN1e8XY9mbwfD1vTES1auXAl99NRT74kcCAEpLS3H+/HnMmjULcXFxGDx4MDp16oRPP/0UkZGRVotCm2ugoemRlsZwHhLsP7u+xedpSkBEZxTndeetP0dx95Ig+vwa500qggLw+d98sU95zqHn7eTRHiuLy9Alfc+dG+eeAo6sBv6fvfMOj6rK+/jnTi8pk0kmvSeQhF5ClyZFEEUUsaAirl13VXjXrq+vq+vqWteuuy7qrhVBsIF06Z1A6Om9l0kyk2QyM/f9IxKMaTPJTBJ0Ps/jgzP33HPOzczce77n16Y86P6JuRC5XM6qVau49dZb0ev1SKVSZs6c2cp1ymAwsHLlSu6++25ef/11JBIJ119/PaNGjWpJwACwbNmylv8fNmwYfn5+XH311S1WDA9t8QgLDw7TVGrGuCGn64YeOqbUyuVD/si3x3+/4sLW1IQgbkVkbr/x164zNmGacg0Vn7/CI0WFlNlseEskDFQqeT88gonaZv/2cquVoqbzCQvCFQreDY/g+dISPq2uJlAm47GgIGZ7t7VM/a20hFv0/gTJz7uTPBccwmPFRfy3qpI/6PUMUzeLLf+sShjl5ov+BX0tLOwqHfnVHae6bQ/Rt3sFBDtiaMPqdt/furWOF/9eSmyskr+/UEZFhY2nnw5i0kXN3wmzKbl5PqLIt99+y+zZs/n2228pLi5mzZo1Lf28++67GAyGlt3OjIwMfvjhB0wmE4mJiVx++eVtMko99eAT6Iuccz/KlB532b1FqdFiZzai2D9+p46i9ZExKvUN5FnH+3oq7WIfPIDHLq0mU5bVq+Ne5zeM/0nd3Byg7Sg//R0GzoXgIe6bmBsYPXo0KSkpGI1GLBYLBoOBcePGkZyc3NJm9uzZZGRkUF5ejkwmQ6fTERwcTExMTIf9jh/fnIAkPT3dIyw6wCMsPDiEaG/OAoW1710mLnjKPOKiLPs0EcOGUpYX0ddTaaEgZDLPBn/WaZvnQtpaIsZoNKyK7vhBdI6XQtvGTQxTq/kuJrZt48w8vEQFdULv+PKa7X3rM9zgFQXVzp1TqhHoKnDbUeJVAvr6vW3e37KljpdeLOPaa3XYRRgwQMnT/3fedUQiUXH4qBYQOXLkCBqNhoSEBIKCgjh+/Dh//OMfUSqVrFmzhtzcXAYNat75F0WR1atXc9FFFxEXF8fKlSs5dKh1RqkxY8YwWzrSqeuwh0jYv3tt9/8QvyIwdgFlBc4Jvr6mv4uK6lmjuW/0CRoEa9eNXcT5AO32s6x1is0CX98Fd2wF6YUXY3MuK1taWhoHDx7kmWeeadMmIKA5tmrLli2UlpYyf/78Dvs7cqS5zlBISC+alC8wPMLCg0PU7cjHklfb19P47fCzuPjuxNuYTL/P7FqlGetQ6W6h0dw/HlYFxSKxscOQZx7r66mA1coUUxw/ePVO8GRfC4tKpXPB6mq5lGypHZyweNnrzdgK8lpe24oKaEo/g8TbhykDLfzrjUrKy6088khzEPmWLXW88Hwp99zrz+TJ7WdkkskmYDKJmEwmtm/fzh/+8AcAdDodAQEBpKamEhcXR05ODlarlREjRgBgNpsxm82MGTMGmUzGwIED22SUeuTO/8Erw4kidDKBHZkru27nIOGDp1BW4LzrVl+i9ZEx6vhb/VNUyGQcu3Ykz0Ye6bqtC5mkS+TZ9KME1PbgvlaSCttfhOmPuW5iPaSuro709PSW11lZWaSkpKDX64mMjGTlypUYDAYiIyNJTU3l/vvvZ8GCBcyePbvlnBUrVpCUlITBYGDPnj3cf//9LFu2jISEBAD27NnD3r17mT59Or6+vhw4cIBly5Yxf/58IiMje/2aLxQ8wsJDlzSVmjFu9LhAuZwyK5cNvud3Ky4aTXUERB6g0TyxzbEfj3zK0aydlFTnIpcqiQ0exBXj7iBI17mFo8lmYd2h/3AgbRO15ip0XgFcMvIGJiQ2+9aeyj/Ilztfp7a+mmHRE1k85X+Q/bwLV99Qx6X7dvCRTkOovO/FTnKFDz/0Urp0s62xdwbqgEKJc7t/kUFajrYTHN8Z1jMnqVp+Pn1m3TsvA6C65HKG/18AhyqslJae30X+7rsabDZ44/UK3ni9ot0+szIjAJH169czceLElrSVAAsWLGDNmjXs378fX19ffH190el0AGg0Gry8vMjIyCA2Npbc3FyGDx/eklFq4cKFjChpax3rjGpDJcVp6V03dABdcDhVpc5ZS/qaFlHRHzYGfoXg68MXN0bwlU/viQqFRMEyTTw3HPkRwRWWvR2vQNL8fuMSdfDgQaZPP1/gcvny5QDcfPPNfPjhhxQVFbF8+XJKSkoICQlhyZIlPPnkk636OHPmDI8++iiVlZVER0fz+OOPt4qpUCqVfPHFFzz99NM0NjYSFRXF7bffzkMPPdQ7F3mB4qm87aFTRLtI6TtHafJYK9yHQfa7FRcAoUlL22Sceev7RxgdP40oQyI20ca3+z+gsDKLJ675N0p5x0Hf761/ktr6Ki4bcwsG3zBq66ux223EBg/GLtp57ONFzBp5HYPCx/CvjU8zZfAVTB2yAIDPtr9KqCGSp2r2I6mvc+clO0TttJHcOiG1V8bSyjTsTeu7bF2fhz7KI5lDHW4/ZngQO4Jdsy8WrZLw1/orHW4/c0YmTz8dxIwZI9m4cVyX7Wtra3n11VdZuHBhS059aLZM/Pjjj5jNZuLj45kzZw47d+6kvr6epZcu5oP3/0llvZFbRl3F0tELOxkBBD85Xx37O1Zrzy1PMoUCv4hbqK10sm5GH9KfRQWxUTx7pZVjig6yL7mBlgDtYhcXAwwZjnjbFgSpZ0/aQ8d4vh0eOqV2e75HVLibny0X3598m7q635+4qCtfj0R2HXbr+ezX985rXUn5xmkP8ejHC8krSyM+dFi7/ZzM3U960VH+7/r/olU17xz7e58vamRqMFLXUM2UQVcglykYGjWB4qpmS1xG8XFyy85y7UX3UeOViO6Ht119mU7jk1ECE3pnrHpbAyKCa3Y2u8GJBudSmTZ6y3FVfMUUZR44Ect6DqNxhEPtUlJSUKlUJCYmtno/MjKyVTXfcxmlHrj/Ad58501uG72IaTHjmPnvmxkXMYKkwLgOx0g173SJqAAITbyc0rwLS1SMPNE/RUX9pOE8cFEmVZJufMG6yXW6ofw5dTNKa4NL+7VrDHwgLsC2M4e7pnb8XfTgwVPHwkOHNJWYqNnkcYHqFcqszEu6By+v/lWVujeoKSsmIKTzirgNluZaERqVd4dtUnP2EGlIYNPRL3j8P9fw9OdLWL3nXSzWZjcfL5UOH40/p/IPYrE2klGcSph/LFZbE1/seI3rpjyARCIl12u46y6uB4h5hQTbescXyi7aqVf0XfrfAzXOfe8LnCvr0CnDLd933ehXSCQqjh7tOqhZFEVSUlIYNmxYqxSW7bU7l1FqlF8iJ4rTmJcwjQCtH+MjRrA3L6XDcy2hdk6c3ub0NbRHaEIypXlRLumrNzgnKhQZ/UxUCAJZC8eydPKJXhMVeqWOtyThPH7ke5eLipzw+Uyrf4G/Zifw2qazZJf3biE/DxcWHouFh3YRRZGqr9PB6vGU6zXKm8XF96d+f5aL/BNb8I+Oadf9QhRFVu15h7jgIYTqO86+VF5TREZxKjKpnNsv+QumBiNf7PgH5sZabpz2IIIgcOvMJ1m15x1W7X6LQRFjmZAwlw0pn5IQNgqFVMkra+6jrsHI0rgYlprK3HnJDjGtLpzPfXvHRcms0KKxmHtlrF8iyrWcrtU43F6nkVMgdc19KUwhIdj8o9PnCZJEGh0IS8nJyaGyspKTJ09y8OBBAgMDueSSS4iKar14P5dRavzY8ez6egsAQ/4xj3DfYDRyNclh5/3at2cd4ImNr1JuquKSpMnMTD5vlau3NPGPTbu4c+o4/LTOCUUvvYG6mrbxTv0VrY+MUSfeQd7PRIWg0fDjjQP5l//hXhtzki6RZ9NSCKgrdWm/Vu8wXlPdy5vp0S3vNTTZeXR1Kp/dMd6lY3n47eCxWHhoF/OhUizZnkJ4vU65lcuS7sXb6/eVH9tus4J1K2I77i1f7nydwopMls54otM+ROwICCy9+DGiAxMZHDmOqybczb4zP7ZYLeJChvLQVW/z9OJPuHby/ZTXFrH/7CYuG3MLH239G5MGXcayK17jvTPHONPg2l2/7jCszPEFd0+pV/aN+0ujt3Mph8ODXGfFmaou6roRUF9vJz29kfT05u/RsaNQXFyM0dicLnrTpk18/fXXbc7bunUrANOmTePOO+8kMjKSTz75pOU8oCWj1Jw5cyjYn84buz4m2CuAG0dcwYKkWRwvOYvt58rvdtHOfd89w40jruDrG9/mYNExfjx8oKWv74+dZkJcpNOiQiKV4mWYj6Xhwthr1HifExUpfT2VVgihwfzjziD+5d87WakUEgUPn6ug7UJRISJwJuJaJtY8x5t50W2O78ms4PP9uS4bz11s376dyy+/nNDQUARBaFVXBqCkpISlS5cSGhqKRqNhzpw5pKWltWqTkZHBlVdeicFgwMfHh2uuuYaSkvbjZRobGxkxYgSCIJCSkuKmq+r/eISFhzbYzU0Y12X29TR+t4jlTVyadNfvTlyU5ZwlMKL1w+rLnW+QmrOH+y5/GT8vQ6fn+2j0+GoDUCvPLzyD/SIREalux/ogiiKfbX+VKyfchV20k1+ezsiYKXir/YgLHsE+Sd9nhgrP6z3fbJO890TML6lWOScs1HrX1VUY2bTOoXZnzjRy150F3HVnAQBffvkj7733XotwqKurayUWoLnIXV5eHpGRkYwaNQqDwcCcOXNa0lae41xGqcS4gWzZvpUbRszn/SufZXvWfv596CtGhQzix7M7AKg0G6kwV7Nk1AISBg0gWq+mpKY50UBWeSX5VUYmD+i6psqvCR88h+pSX6fP6ws03jJGn+x/osI6MokHbrSwU5XXdWMXEO8VwWd1Mm5MXe/S2Kgm31ie0r/IJWlXUNrY8T3wuR9OUVrT95svnWEymRg+fDhvvvlmm2OiKLJgwQIyMzNZu3YtR44cISoqipkzZ2IymVrOnz17NoIgsGXLFnbt2oXFYuHyyy/Hbm9b0+uhhx4iNNS5bG6/RS6M7QkPvYpxXTZ2U+8V7/HQDuVWLk26ix9OvUttXfupLn+LlKavR62/hfo6OSt3vcHRrJ3cP/8VAny6TkcaGzSEI5nbaWyqb8kcVWrMRxAk6LRtRcme0z+gVfkwLHoi5sbmBAU2e/P33mproi5uDOT3njtDe2jSC2B61+1cgVneN4XQSqTBXTf6BXVeMlwRuB2kkBBicqxg2IgRajZtbi5kaDJdx+FDrRdcCxYsaHOO/OeUxecq9Z4jNjaW/Pz8ltcLFzZnfBpjG8CbtiaUUgUjQwex9fb/AvD8T+/x/v4vaLJZ8dfoCPTyZ3vOAdS2arLKKkiODsdqs7P60HGuGTMMicS5NLyBMYMozRvo1Dl9hcZbxuhT7/Y7UVE6bwzLhx7DIvROBfvrdUP5HxcHaIuClJSIG1mSOYNaa9dLw5oGK3/57iRvLh7lsjm4mrlz5zJ37tx2j6WlpbF3716OHz/ekq3t7bffJjAwkM8++4zbbruNXbt2kZ2dzZEjR1pSSa9YsQK9Xs+WLVuYOXNmS3/r1q1jw4YNrFq1inXrHNuw+K3isVh4aEVjTg2mg8V9PQ0P8LO4uBtv74C+nkmv0Wg2ofHax5c7X+dA2iaWzngclVxDjbmSGnNli0sTwNp9/+LjLeezR40ZMAOt0of/bvs7RVXZpBce4+u97zEhYQ4KWetFc219FesPf8KiSfcCoFF6E6yLZGvqajKLT3Cm4Aj60CmIEicKlLkBe3kliU298/n3lbDItDtXhC1b6Zrd2anqUqd3emUyP44ddcySZTabEUURL6/WrlteXl7U1bVOZxwXGo2hUMGUmLF8fuw7jhWfQRRFjhad5otjP9Bkt1JZX40gCLxzxdO8uu9D7v3nG4TpfBkbE8GW0xnEBwYgl0p5c/NuXli3jZ1p2V3OUe3tg6XpYpwpNNhXtIiK9N4tMNcpcjn7lybzx2FHekVU6JV+vCUJ5zEXB2g36JP4H5+XufLsJQ6JinN8d6yI3enlLptHb9L4c5CUSnU+E4RUKkWhULBz586WNoIgoFSevzeqVCokEklLG2h2qbr99tv5z3/+g0bTN5bf/oTHYuGhBdEmUv11uquyOHpwBeVNXJp4Fz+cfpfa2gvzBu4shacPsONkc6aef3y7vNWxG6c9yPiEOQDUmCuo/IVfsVKu5o/z/s7KXW/w99X3oFX6MCpuKpeN+UObMb7a9RYzhl/TypJx4/SH+c/WF9h2fDUzh19DoGYAposW4rX9S3dcpsNMNgZzOsD9n71ZpnD7GO1xqtFx4RSiU5PlojXwSOtGp88R7ROw9tCY++vSUYIgMLqmOZj7/ok3U2aq5Ir/3IUoQoDWj0VD5/DOvs+QCs0id1zSKO6SjaahfgAAZbV1HM7JZ9msyby9dQ+TB8aQEGzgpR+3E2vQE6rzoV0EAX3kAioK++Zzd4b+KCokAXr+vdjAD9qUXhnvIl0iz7g4QFuUKtgdegu3ZV5Eva17myhPrj3OuvunoJBdWPvUiYmJREVF8eijj/Lee++h1Wp55ZVXKC4upqioOfZq/PjxaLVaHn74YZ577jlEUeThhx/Gbre3tBFFkaVLl3LXXXeRnJxMdnZ2H15V/8AjLDy0ULergKZiTxq5fkd5E/MS7uL7s+9RW9P3mYp6g3fvXoooXYytqeOH3U3TH27zXrBfJH+67MUu+79lZttA8OjARJ68dkWr9wrCppJA3wqLQaVy6AWjRV8Ji0NOpJoNDtSQ5YIxA+QSIkxrnDxL4NSpABzdedFoNAiC0MY6YTKZWlkxBocPxCet+VGslit5+dJHeP6SP1NuqiTQy59Pjn6Ll0KDXtMcA5HOURrqmxNriKLIyoOpXD58ECIiBdU1DAsPQSGTEmfQk1lW0aGwiBg8nbKC/m8N1XjLGHX6vX4lKsTEOB6/zMQZeYbbx1JIFCzXxLPYVRW0f8ZkGMED9bexMc25GjK/JqPMxL92ZnLPtHgXzax3kMvlrFq1iltvvRW9Xo9UKmXmzJmtXKcMBgMrV67k7rvv5vXXX0cikXD99dczatSolvTRb7zxBjU1NTz66KN9dSn9jgtLYnpwG1ZjIzWb+n+Wh98rYkUT8wbeibdP5wHMvxXqKsrQB53o62lQWAzWqEF9Ooeg3N6pAm7qpM6CuxClClJqHc9GJdW5xl1riqYCQXTO9KBSjaKkxPGFnVQqJTQ0lMzM1okwMjMzCQ8PB0AmkzG8JIS9eSnc8tUjjH7rSiJemMLmjD2E+AQilUj55tRmZsRNRCJIsIdIOHjsO7LKKnlz824eX/0jWWWVfHfsFDvPZgNg+zmo1FjfwMYT6Tzx9Y98ti8Fq+18sKkqIJQ/vfwKlbW9Vw26O5wTFYq0vo11+iW100dy64Iizsjdb0U8F6B9gwsDtEW5hg3h9zEs/89sLO+ZqDjHG5vTKajuvUQT3eWvf/1rqwxRo0ePJiUlherqao4ePUpwcDCbNm1iw4YNLRmiZs+eTUZGBqWlpRw4cIC6ujqOHDnCv//9b6655hrWrVvH3r17USqVyGQyYmObY7FGjhyJWq3mpptuorCwsI+vvHfxCAsPAFR/k4Fo6Z3AMw/d4/cmLgpObsXHv3cW1R0hilA6fnGfzkGelou0F3zg6yW9/zho8g7HJjo+bpXWNeJnlHWL0+cUFyc4fc748eM5fPgwR44coaysjPXr12M0GklOTgbg6O7DPPrp89RbGkgKjONP428EoKSunCOFJ7ln7f9xpiyLh6feDnIJ29ObrWcKmZTR0aGo5DL+OGMiMwfFs/l0Bt4qJTvSssgqrySnopqRUaH88eKJ5FVWsy+zeeNIrlLx1e48Jg26HL23c/EtvYnGq5+JComEU9eN5dbxqdQJrqly3hmL/Ybx+alDDCxxXR0bY9B4Fste5o708U797rqivsnGM992XuS0PxAdHd1uhigfHx9uu+02Tpw4gc1m47333muTIUqtVnP11VdTXt4sKL/88kssFguFhYUcOXKElJQUUlJSuOOOOwB45513+Oyzz8jIyODqq6/uvYvsB3hcoTxQf7qShhO/n8xDFzLnxMW6s+9jrHFtMaT+ht1mw9a4GZhPXwaXZtcZCFGqERr7ZkdOrDMxpiGKvaoCt45jFnpfWNSqHU81K5MIZMjbpnh0Fp1MQpTpK6fOkcuDOJ7q/N9nyJAh1NfX89NPP1FXV0dgYCA33HADOp0OtUqNvbCewpoSpseNZ3rceNLKswH4y5Y3UUoVTIgayZob3ybCN4RK/zJKzja73oT5+bL1dCYXJ8UT5e9HlL8fqfnFNNnspOQWsuNn68W8YYnIpVIGhQa1pKWtViSRkf8lD165vL0p9ws0XjJGnf1nvxEVgrc3X98Uzae+7p+PXunHM01aphx2LGOZI4hKb74OuIv/yRyBKLrnXrr+RDE708q5aED/ca+rq6sjPT295fXEiRNbLAoAK1euxGAwYLPZ2Lt3L6GhoSxYsIBbb72VpUuXEhgYyB//+EfuvPNOTp8+TVZWFlVVVSxbtoz58+czefJk9Ho9paWlLRmiHnnkEd577z3Gjx/PiBEjkEgkLFiwgKamppZMcb91PMLid45os2P8zlOz4kJCrGhi7sA7fhfioiIvg8hh2ZTmOZ+b31U0mKzUXHwzvuve7bM5jK8OYG+wu4VF74u3EpnjOd8jArSccsEUJ2urkVQ7t+NsbRrX7QXZmDFjGDNmTNv3AwZzw5zWla4HBEQD8Nb8/2POwMkt7wt6OVv2f9yq7Y0TRrb8f0GVkZyKauYMGci42EhEUeSZbzdztricgUEBZJVXkhwdTtDAZB5++2NumPYgkj7OeNYRGi8Zo9L+heLswb6eCgBCdDgvXCXhoPKU28earEvimbTD+Ne5LpauLHQ6fyhbTGqG+wtgPv3tCdbdPxmZtH84wxw8eJDp08/n616+vLWYLioqYvny5RQXN2fCvPLKK3nllVeA8xmiDh48yLp166ioqEAURR555BEefPBBoHWGqF+mnj1HZWUln3zyCRMnTvzdiArwuEL97qnbU4S1vP/7RnpojVjRxNwBd+Dr239dGVxFcdqPqLzc73rQGbneI/p0/IHF7l/0m4TeTweXIzr+/fU3OFdNuiOSbdudai8IMlJTHQ8wdwRfbx/isjvI1tRmAnC09idstra/gWe+3czDX63jtU07mRgXxbjYyOZTBIGbJoxi48k0/v7jT4TpfJkxZixfbsgiIWwUCqmSV9bcx18+v5mfjq9x4ZX1DPU5UXHmQNeNe4HGcUO5+9paDird6yOvlCp5xCuJt4/86DJRYVf781HIE4zJvJ1UJ+KYekJaaR0f7s7ulbEcYdq0aYii2Oa/c9x3333k5eVhNpuJioqitLQUk8mExWLh+eefp7i4mNDQUIqLiyksLMTHx4fCwkLq6+sxmUw8+OCDrTJEQbO71UMPPcSkSZPw9/cnNzeXtWvX9sXl9xkeYfE7xm5uomazJ2D7QkWsbGJu/O2/eXFhqTejVu/p0zmUldpoHDalz8b3z6py+xhmeu5m5CynnUg1a/PtedYqb6mEmLrPnTpHoRhDVZVr/zbjvAchtTomFhtDbZz6ufL2r7ln+gQemDmJhaOGsiMtiyO5561aMQY9D8y6iMfnXcyicSOoI5m9pzdz2Zhb+Gjr35g06DKWXfEa6w79h4IK92c36gq1l4zR/UhU5F05lqUXn6Zc4t5MifFeEXxaK+GG1B9d1md++KXMavw7T2X1fuKJf2xOo7yuseuG/YhzGaLOnj2LXq9Ho9Gwbds25s6d25L96VyGqG+//RYvLy98fX0xGo2tMkSd48EHH+TIkSNs2LABqVTKkiVL2qSZ/i3jcYX6HVOzORex3lNh+0LmnLhYl/5PjMb+neGlJxSdPUTY4EFUFPZd4HrxkAVEHXNut9tVCBm5aOxyzJImt41hFns/eUOK2XFLQKlaoKdFdi7S1iI1OmehLciP69GYvybIP5CILMeKaAlqKVuPrejwuL9Xcz8hOh/qGhvZcCKNkZFhbdqFJl3K42+/zZUT7sIu2skvT2dkzBQUchUDQoeRVnSMMH/XXqczqL1kjE7vH6JCUKvYesMg3ja4P55isd8wlh/b5LJidzZtMG9r7+Xl9L77LGsbrLy4/gwvXD2sz+bQHc5liDIajVgsFgwGA+PGjWtJtAC0ZIgqLy9HJpOh0+kIDg4mJqa1q25AQAABAQEMHDiQpKQkIiIi2Lt3LxMmTOjty+oTPBaL3ylN5fXU7S3quqGHfs85caHTBff1VNxKdeE6ZPK+y1yWU6bGpu8j61BTE5MbHA907g5mJ9Ov9hRRkHCw2tehtmqFlGxZz60GY8RdTrVXKCI45WLX+rGSgQgOxmvka7IcjqMSRVqllD1HcPxw1m48g1blw7DoiYhicxub3dryr2jvfWvVOdTan0XF6X4gKoICefvOcN42HHPrOHqljrclYTx6+DuXiYqMiIVcZHqel3P7TlScY+WhPE4X1/T1NLqFr68vBoOBtLQ0Dh48yBVXXNGmTUBAADqdji1btlBaWsr8+fM77O+cpeJcpe/fAx5h8TvF+EMW2H4/prnfOmJlE3PibvtNiwtTVTl+gal9Nr61yU7V1KV9Nv7oCscW4d3FbHefNaQ9bF6hmGyOPYKiAr2w9TAzmEYiEFf7qVPnNNSPwZUZyaKDIwjKa1uLw2Qxc6IkjRMlaQDkGYs40ZTJt9ubrRU/HDvNZ/tSWtrvSsvmRGEJZbUmympN7M/K46ezmYyKam2t0Oj0FJcPY/3hT1g06d7m95TeBOsi2Zq6msziE5wpOEJM8GCXXaMzqLUyRmf0D1FhG5bAn5fY2arOdus4k3VJrM4vYnKGa9w7m3yieDbgBWakLaSooX9UUbeL8NwPrkuT6wrq6upaUsICZGVlkZKSQm5uszv4ypUr2bZtG5mZmaxdu5ZZs2axYMECZs+e3dLHihUr2Lt3LxkZGfz3v/9l0aJFLFu2jISE5lTU+/fv58033yQlJYWcnBy2bt3K4sWLiYuL+91YK8DjCvW7pDGzmoaTnvSyvzXOiYv1GR9QXd1za9Tu9Bz2ZORQaWp2HQn29WLmoAEkhQR2eI7VZmPjyTQO5RRS29CITq1iRlI8Y2Obd9vPFpex+vAJ6hobGRwaxKLkYS0ZROotTfxj0y7unDoOP237gbr5J7cRGBeHsdy7x9fXHbKJw18QEPrAXza20AZuNFqY2wkOdid12ghwME7V21/V4/EmeZmRGWsdbi8ICo4e9aKn7le/JLk+tt33jxWf4ZrP7m95/Zctb8IWSI4O57qxw6lpaKTKfN6FS0Tkh2OnqTTVI5UI+Gs1XDo0kfFxkb+YvwRdyHw++O/bzBh+DTrteTfCG6c/zH+2vsC246uZOfwaogMTXXaNjqLWyhid+e9+ISoqLknmgZGpNArus4gqpUqWq2NZfMQ1sRSiIOFE+PXclH0JVU39bym3/WwZ28+WMWVg/6i71FGGqJtvvpkPP/ywJUNUSUkJISEhLFmyhCeffLJVH2fOnOHRRx+lsrKS6OhoHn/8cZYtW9ZyXK1Ws3r1ap566ilMJhMhISHMmTOHzz//HKXSNcU9LwQE8fcUUeIBURQpfTOFpoK+LTzmwX0IfnLWZ/ZcXJwoLEEiCAT87Md9MDufbWcyWTZrMsG+7S/sV+w8SG1DI3OGJhDgpaGuwYJdtBMdoMcuijz9zSYuTowjIdjAx7sPMSk+mkkDogH46mAqBm8tUxPaX3ydQx8Wg7l+AbgpH3tXjLNuRbvTuToIrkCICmfR4mK39R+g1LP1dIrb+v81aRFXMyvtKofaDp0czgFNzx5Vj3lvZXBN2+JYHaFUTGXTpsiuGzpIUvgAJqU71l9dqInvdzk+1/aIHHoJpfl9Y4noCpVWRnLmv1Gc2te3E5HJOLJ4JH8LO+LWYQZ4RfJCaRkDSs64pD+L3wD+l7v4vCjEJf25i8Rgb364bzISSd/VIfLQ+3hcoX5nmA+XekTFbxyxqok5sbei93O8RkB7DA4NIikkEIO3FwZvL+YOTUQhk5FT0X6GotNFpWSUVXDb5DEMDApAr9UQ6a8jOkAPgKnRgqnRwsT4KIJ9vVsV7coqryS/ysjkAV3Xq6gsyCIwvO9qrxRETuuTccXcAgJtXm7r32xzja+3o+TheLxKvqpnokIlERhY55wbVHa260SFVCplRFnboOr2ELxlbD70YY/GC4gcQFlB72cEcoT+IioEPx2f3TXQ7aLiBt0wPjt10CWiQpTI2B9xKyPL/rffiwqAjLI6vk3/bdda8tAWj7D4HWG32Kj5Mbuvp+GhFxCrmpgd84cei4tz2O0iR3ILsVhtRPm3n8nnRGEJEX6+bD2TyV++3cTzP2zj25STNFmb3Qu8lAp8VErOFpfTZLWRVV5JiM4bq83O6kPHWTh6iMM7W0VnfkTt3bsL4XMUFAs0RSb0/sCiyNQ6xxan3aHeWo/YixXOz1occ5HQaxUU9fBJNV7bgNxe6XB7pTKOXxTs7THDQ5PQGh0rSJfGERoaur/5o9RosTPbbRWWe0KzqFjR56KCAdH83x80fO191m1D+Cv9eFsSxiNHXBOgXR8whHu1r3BN2gxM1v5Z3PAcggAjEwLwmR7G0+Xl1LeTVKC/sH37di6//HJCQ0MRBIE1a9a0Ol5SUsLSpUsJDQ1Fo9EwZ84c0tLSWrXJyMjgyiuvxGAw4OPjwzXXXENJyfksjdnZ2dx6663ExMSgVquJi4vjqaeewmLp2/pM7qL/OeZ5cBt1Owuw1fw2v8ge2nJOXGzg31RWda/AU1F1DW9s2Y3VZkchk7J00ugO3aAqTfVklVchk0pZOjEZk8XC6kPHMVuauHbs8JaiXWtTTrIm5QRJwYGMjYlg86kM4gMDkEulvLl5NyaLhUnx0Vz0s4tUezQ1NqBU7qa+9uJuXVdPEO1QPv5GQnKf7LqxixlermWlm2K4RUTqFRo0Fvfm7T/HUbPeoXZhQVp6Wp5snOBcFefa2lE9HPE8SqWSIfmOiShbiMCh3T84PcbmU+mk5hdTVluHUqkl2pDPFePuIEjnWFBORvFx/vHNMkL0MTx69fst75/KP8iXO1+ntr6aYdETWTzlf5BJmysI1zfW8fev7+FP815E79219UmllZGc9SGKU3udvj5XYpo8ggcmpWMU3Lcx4coK2qJMxbaQW7kjYyJN9v4nFn/NoEhfTPHe7JGLgAiNTfwrv4w/RfXPeksmk4nhw4dzyy23sHDhwlbHRFFkwYIFyOVy1q5di4+PD6+88gozZ87k5MmTaLVaTCYTs2fPZvjw4WzZsgWAJ598kssvv5y9e/cikUg4ffo0drud9957j/j4eI4fP87tt9+OyWTipZde6ovLdiseYfE7wW5uonZ7fl9Pw0Mv0yIuhBVUVhZ0fcKvMHh7sXzWZOqbmkjNL+bz/Ue5e9r4dsWFKIogwOJxI1Armhcf80ck8fHuw1w1aghymbSlaNc5ymrrOJyTz7JZk3l76x4mD4whIdjASz9uJ9agJ1TXcXXi4rQUIoYMpqyg9x9Y2aZAghUqBEvvWk0iChrBjdkkzUptrwmLg0bHFJLKr2eB23JBIKHuE4fbSyUajqb0PFj8HMmBg1GkdW1yEeQSfkr7rFtjZJZVMik+iuSxM6goSeLb/R/w5vcP8cQ1/0Yp77xieX1jHf/Z+jwDw0ZRW3/ezdEu2vlo89+YNfI6BoWP4V8bn2bXqe+ZOmQBAGv2/ZOLBl3unKg42YeFLgWB9EVjeCzOffUpXB2gXRuYzL11f2B7ms4l/bmTaIMW9SA/Dqt+FhS/4K3cUpaE+uMr739Lzrlz5zJ37tx2j6WlpbF3716OHz/O4MHN8Upvv/02gYGBfPbZZ9x2223s2rWL7Oxsjhw5go9P8/NqxYoV6PV6tmzZwsyZM5kzZw5z5sxp6Tc2NpYzZ87wzjvv/CaFhccV6ndC7fYCxIa+qwHgoe8Qq5qYHX0Ler3zbjQyqYQAby0Reh2XDksk1NebnWnZ7bb1VinxVataRAVAoI8XIlBd33YBLooiKw+mcvnwQYiIFFTXMCw8BG+VkjiDnsyyrjOXVeSvQ67o/SKP9SYrNdOX9Pq4mjTnxaEzmBWOFW7rKTaNgTKLvOuGQK1Xz9w+xnlZUNocLx4plU6kwUV60dvLm4HZOofalutLKCvL7tY4t08Zy6wJE/BiLuH+cdw47SGq6krJK0vr8tzPdrxKcvwMYoJax2SYGozUNVQzZdAVhOijGRo1geKqHKDZwpFbdpbpQ7oOvu8PokLQavnhzmFuFRUDvCL5vFbCYhdU0BYVWr4LX86wvGVsr9T1fHJuJNBHyYiJYZwd6cuRDmKhqq023sy98GItztWeUKnObzRIpVIUCgU7d+5saSMIQqusTyqVColE0tKmPYxGI3q9Y1bbCw2PsPgdYKu1ULfbvQsSD/0bsaqJ2VG34K8P71k/gLWDYloxAXpq6htobDq/0C+rNSEIoFO33QHen5WHVqFgcFgQ9p+fRzb7ueJdYst7nWGurkRnOOr0dbiCPJ3r3GUcRSwtZ0CTv9v67y1hYfaKcrhttqJngdvjhRSn2qeluyYuCWCszyCkTV27rwh6OVsPfNztcWQKBXLtPGw/+943/Gx10qg6T8u85/R6ymuKmDu6rUj2Uunw0fhzKv8gFmsjGcWphPnHYrU18cWO17huygNIJJ2LPpVWxujsj/pWVESE8sodBj70O+Ge/hG40W8Yn588QLwLArQrgy9iofAKf0xP7pdxMufwVskYMyaE0vEB7PUGu9D5XP9TWE5t44VVNC8xMZGoqCgeffRRqqqqsFgsPP/88xQXF1NU1Jx1cfz48Wi1Wh5++GHMZjMmk4kHH3wQu93e0ubXZGRk8MYbb3DXXXf15uX0Gh5h8TugdmseoqX/Bk956B3E6iZmRS11WFz8cOw0mWWVVJrMFFXXsC71NBllFYyKDG05/suiXSMjQ9EoFHxx4CjFxloyyir47uhpxkZHIJe1XoDUNjSy6WQ6C0Y2m5c1CjmBPl7sSMsiu7yK9NJyojsIEv81+Sd2oAs0OtTWlZSW2GgcclHXDV3MRbXuK4JokrvOBagzKhSOLd7D9Gqqe/CUkgKJJsezQalUg8jNcU0G9gA/f6KytV03FCClZis2W/ctb6GJl1Nb2TyWKIqs2vMOccFDCNV3nGWt1JjPN/v/yc0XP4q0HYEgCAK3znyS9Yf/y1+//APh/vFMSJjLxpTPSAgbhUKq5JU19/GXz2/mp+Nr2pyv0kgZnf0RyhO7u31dPaVp9CD+dL2ZPSr3uAE3B2iH8vDh71DYelZZ2a7S8Xnoo4zKvofDxr6p0+MIcqnAmOFBWKcEsUMvoaEL7SMF5vvU8DfJkxTmvNYbU3QZcrmcVatWcfbsWfR6PRqNhm3btjF37lyk0ubfjMFgYOXKlXz77bd4eXnh6+uL0Whk1KhRLW1+SWFhIXPmzGHRokXcdtttvX1JvUL/c3jz4FJqjDUUZubj49GQHjgvLjYKH1FRkddp27rGRj7bl0JNQyMquYxQX29unzyWgcHNgai/LtqllMu4c+o4vj5ygn9s2olGoWB4RAhzh7TNoLT2yEmmJsTiqzm/kL1uzHA+35/CzrRspibEEemvc+yaRDuNNRsRhIW9vsNXPPRKoo53bO52B4NLleAmC7pZ3jtFnAoEx1JlBhq0ZPRgnGQvG+raXIfbV1UO7cForRmnSETiQLBtQ4iV07t2dXuc0IRkSvPOW4C+3Pk6hRWZLLviHx2eY7fb+HDzc1yavLTTAO+4kKE8dNXbLa9LqvPYf3YTj1z9Hq9+8wDThy5kUMQY/vrlbcSHDCXMvzkASKWRMjrn4z4VFcWXjWH5kKNYBfdsqk3RJfEXFwVoF4fNYmnJtZzO7B2LYXcQBBg5MICcCBU7pF2LbwGY7WPm8sY38TM2ZwErLDxLVORtqFSuswq6m9GjR5OSkoLRaMRisWAwGBg3bhzJycktbWbPnk1GRgbl5eXIZDJ0Oh3BwcHExLQW9oWFhUyfPp0JEybw/vvv/3qo3wweYfEbZ/uO7RysPkhiXDzDq8Lxruzfaeo8uB+xuolZkTezkc7FxTVjhnfaz3Vj2x4P9PHizqnjupzDjRNGtnkv0l/HQ3OndXlue1QV5RI5LJ3SvAHdOr+75FRoiPANQGIs77UxQ3LrwE2Fks0yx+Ieekq61bEsSVKdokfjTJCmOtxWJvPl6NGejXeOiMAwQnK6tv4Iailbjn3Q7XG89Abqaia2vP5y5xuk5uzhgfmv4ufV8d+4oame3LIz5JensXLn60CzpUNE5L73Z3HvvL+TENb6NyqKIp9tf5UrJ9yFXbSTX57OyJgpKOQqBoQOI63oGGH+cc2iIve/fSYqBIWCnTcO5R9B7qlPoZQqWa6KcUmAtl1j4F8+9/BcRh+kr3aCQVE66uK92C1rG5jdHlO9LVzZ9D4G49ZW79vtFrKz3yYx8Vk3zdR9+Po2J5tIS0vj4MGDPPPMM23aBAQEALBlyxZKS0uZP39+y7GCggKmT5/O6NGjWbFiBRLJb3ez1yMsfsNUV1dz5EjzzfV0QTpnhAyS4gcwrCIUryqPwPg9c05cbBI+przc8R3d/kzh6Q34hkZgMvaOOw+A1WKncvotBKx5sdfGVJzNQ5jlnsLjZqlrFtZdkVrvWJxIhVaCIwuZ9pAAg5xwgxLFCTQ1dWuoNoxpcix1V546ndra7olSiVSKl2E+1aWy5kQIu97gaNZO7p//CgE+nVuEVAoNjy36V6v3dpz4hrOFR7h11lP4e7d1t9tz+ge0Kh+GRU/E3FgLgM1ubflXtNubRUXeJyh72Yp3DsEQwL8W6/lR4564qwFekfy9tIz49A097is7fD5LChaQW9l79ytniQ7UokpqP9NTe4zzsnG1/WNCa77rsE1h0VdERd2NWu2+mjzOUFdXR/ovitZkZWWRkpKCXq8nMjKSlStXYjAYiIyMJDU1lfvvv58FCxYwe/bslnNWrFhBUlISBoOBPXv2cP/997Ns2TISEpoFY2FhIdOmTSMyMpKXXnqJsrLzVq7gYPe5tvYVHmHxG2b79u3YbOczQYmiyMn8s5yWpDM4fiBDy0LQGH+7qtlD54jVTcwMX8ImfhviwmppRCbdAczq1XFzJAMI6MXxxNpaRlsiOajsaXWHtpi7CMZ1FQccSDUrlwpkybof7zBSK6Ktc9SRSuDM6SCg524zA8Pi0Gc4YPkJkrFr75fdHid88BxK85r/jl/ufJ2D6Zu545JnUMk11JibiwGqFFoUsmb3trX7/oXRVM6Six9BIkjaxF94qXXIpIp24zJq66tYf/gTli9odq/SKL0J1kWyNXU1ieGjOVNwhMsm3NQsKlJ3dPuaeoJ9UDyPz6shQ5bp8r4FBG7wG8qyoxt7HEth9Q7jNdW9vJke7ZrJuYEgHxUhQ/3ZrxWxC13/Bodr4FphJVG1n3fZVhSbyM55i6TE51wx1R5z8OBBpk+f3vJ6+fLlANx88818+OGHFBUVsXz5ckpKSggJCWHJkiU8+WTrGkZnzpzh0UcfpbKykujoaB5//HGWLVvWcnzDhg2kp6eTnp5OeHjrGEdRdE1MV3/CIyx+o1RVVZGSktLuMbvdTmr+aU5K0xg6IIHBxUGoaz0C4/eIaGwWF5v5L2Xl2X09nR5TkpFKxNAhlOU75sPvCoyVTZgnLkCze02vjTnBGMDBQDcIC6n77wOi0pccB6xKkQYtJ3pglZkgczwLkEo1nKKinosKiUTCqCoHitJJBfbkr+32OIExgyjNG9jyesfJbwD4x7fLW7W7cdqDjE9ozp9fY66gsq57KT+/2vUWM4Zfg0573r3qxukP85+tL7Dt+GouSb6ORU2H+0xUGGeO5v7RJzFLXGRy+gUBSj3PNKm56HDHu/COICJwNuIabsq9lNKy3nE5dBZvlYyEoYEc9BPIEaA5UqJjEtUC18m+Z0CNc+58RUWriY66t19YLaZNm9Zqcb99+3ZefPFFNmzYgCAIfP311+TlnXcZLikp4Y477mDDhg1UV1czZcoU3njjDZ5//vmWNhkZGVx11VXs3LmTxsZG5syZQ3FxMUFB52u+/PWvf+X7779Ho9GgUCiorq7ulevtDTzC4jfK9u3bsXeQFvQcNpuNlLyTHJedZdiARAYXGlCaPALj94ZobGJG+I2/GXFRnrMOhXYJlobeu70VRM9gQC8Ki4RiKQS6vl+z4P7ff713JDiQxMsvoPuBrAIwxNz17uk5ykoHdd3IAYaGJeKV1rXVpzawltzdx7s1htrbB0vTxfxy0ffmnZu7PO+m6Q93enxe8s3MS7653WO3zHyizXvRgYk8ee0KlBopo/M/QXmsD0SFVMrxa0fxlyj3xFNM0SXxzNlD6E09i6Fq8o3lGek9fJzWP4OW5VKBEUMCSQ2UsdOBW0CMSsJi+RaSat5EcNJVUSbzo8kylR07DjF7dt8Li1/TG5W4ASwWC4sWLWLChAl88EH346z6Ix5h8RvEaDRy9KjjPqZWq5XDecdJlcsZMSCJpHx/FPUegfF7okVcCP/tdpGu/kJ9TTX+EUcoLxzTa2PmF0uICR+ALL/rgmSuICC7Goa5vl9zLyTVqlI6lu7Y6tP9Xd2hGvA2nXKorVxu4NixnruAKRQKhhZ2XYVa8JWx6eCK7g0iCOgjF1BR2DuxMF2hVEsZnf8pqj4QFYKvDytvjORLH9eLCtXPAdrX9zBAWxSkpETcyJLMGdRa+99ySxBgxMAAciJV7JB0LRDCFBKuV+1lRM3LCPXOpUeWyfRYGqeye58XjY0glR5l/PhpLdWq+wtz585Fq9Xy4ovNcXNXXnklX3/9NQsWLGipxL1t2zbeeustNmzYQFVVFTabjddee43HH3+8pRL3qlWr+N///V927txJQ0MDdXV1rFq1ikWLFgHw9NNPU1VVxbx58zAajfj6+jJ//nzeeOMNdDpdH/4Feo5n9fgbZM+ePV1aK9qjqamJA3nH+Fy+i9QBFTSpPLUvfk+IxiZmhN2AwRDd11PpMfknd+IXVN1r44l2KJt4Y6+NJ03PRSm6Ph6iN4RFkcSxYMVidfcfTxPljhcqs1rH0Y3bZRtGBQ1C5YDF97T1IBaLuVtjRAyeTkVhb0b0dIxSLWV0waeojm3v/cFjI/nrbT586XPa5V0P9Irk8xqB64/3LEC7QZ/EMp+XufLsJf1SVAyO0hExPZw90UoKuxAVBrmE+3yP8TfLDYw0voAgOi4q5HIDNutCdu2cx65dzaICmj0mdvUgzbI7OWe1+DXnKnE/8MADZGZmsnbtWlJSUpDJZPztb3/DZDK1VOK+6qqrEASBLVu2tFguHnjggVZrs8WLF5Obm4uXlxfr168nJSWFm266qXcu0o14hMVvjPr6eg4fPtyjPiwWC/vyUvhCtYeTAyqx9rDyrYcLB9FoZUbYDQQGdlxY64JAFKmv2oAg6T1xnGMOxq7onToQYmMjk+od8OV3EpMLgpe7IsPW9a6+ViklV2rrsl1HDKtf6VA7ASknjve8KIhWoyUxp+t+bKGQcrx7u+D6sBjKi91gpuoGSrWU5D4SFQ0ThnH3ompSFMUu7VdA4EbdMD47eYC40rPd7keUKtgVcScjSx5jTYkb/BV7SEygF4lTwzmUqOWsvPNnu69Mwp2+abzYtJRx1U8jFR0XxHJ5EE1NV7Nj+xx279ZgsbRtc+jQIerq6py9BLczd+5cnn22bUrcxMREwsLCSElJ4fnnn2f48OF8/fXX1NfX09jYyGeffcb48eNRKpVkZWXx9ttvExsby0cffQQ0Z4c6JzJOnTrF+vXrueWWW5BKpUyYMIF//vOffPfdd5w50/MK7n2JR1j8xti/fz+W9n7B3aChoYHdeUf4UruX0wOqsXVxE/Lw20A0Wrk4ZPEFLy6qS/IxhPWOaxKAuc5K3bQbem28sZWOVSZ3BrPY/cW8o5xs6DrVbGSQF3ahe+aTJLWAb6Nj7jFKVTIVFT2/r43RD0Jm6Xy+gkLCtjOfdat/uUqFoJiDaOv7R7ZSLSW58HOUvS0qBIHshWO5eepJKiTds/h0RIBSzztCCA8f6VkFbZNhBLepXuGGtKnU2/pXSvcgHxUjJoVxZoQPKarOv/NaqcBS31xes9/JlOpHkIsOBEX9jEIRgqVxEdt/ms3ePepOUzhbrVb27t3rcN99jVwu5+WXXwZg0qRJrSpxSyQSdu7cicFg4OGHm+OZQkNDWypxjxgxAoCdO5tTMe/ZswdfX1/i4s6nph4/fjy+vr7s3t13hSVdQd/fpTy4jKamJvbv3+/yfs31ZnbmHWKlzz7S4o3YepAC0sOFgVjTLC6CAmP7eio9ouDURrS6+q4buog8v7G9NlasC7IY/Zp6J1wcusvBWl2Xbbz06m73f5EivetGP1NY0POCinqdH7GZ3l22K/Mr6nZa5+ABV2Cq7v7fxFW0iIqj23p1XEGtZtNtw3lo4GGX12+ZqktiVV4+kzK7v8AV5Ro2hN/HsPw/s7mi5xYwV+KtkpE8JpSS8f7s9aJTwa6SCCz2LeEfPMCs6mUobI5nEVMowmhouIZtW2eyb58Kq4O3koMHD7a4GF0IXHXVVURFRbFgwQJOnTrFN998Q2pqKhaLhaKiIgDuvvtufHx8uP3228nNzeXdd99tsUKca1NcXExgYFuLVmBgIMXFrrXG9TYeYfEbIiUlBZPJ5Lb+60wmfso/yFe6A2TE1WCXegTGbxmxxsr0kOsJCnSs2Fd/xNZkQSr81GvjlZTYsCSN75WxdJllXTdyErPd9ek6f4ko13CyrutsTw0+3fdJH9aw2qF2CkUYJ0/2fJU6TpWExN6FtcJfztb9/+lW/2FJ4ynL753sOemFx3h33eM89p9r+ON7Mziadb7QnaIDUWGx23mtrIwZGekMP3uGSzIzWGWsbjm+22RibmYGY9PO8mhRIZZfpPastdmYm5lBYSfb2kJoMK/fFcL7Ad3LotURKqmSx7WJvHnkxx5lfTIGjWex7GXuSB+PTew/SyqFTMKY4UE0TQ5ip16goZOvqFwQuMq3kn9IH2Ve9T2orY4LYKUignrztWzdcjEH9iuxOWn0bGho4NChQ86d1IfI5XJWrVpFVlYWAwcORK1Wk5+fT3JyMlJps5XKYDCwcuVKNm3aRHh4OD4+PtTX1zNo0KCWNgBCOyJPFMV237+Q6D+/Ag89wm6395r5rLaulq0FB1jlf4isuDrsDmST8HBh0iwurrugxUVp5kkM4QW9Nl7xiIVdN3IF2fn42V27i23qYfGvrmj0jkB0YMs5t5uhKvFqAX2DYzvPjQ1j6WltqlBDCGHZXXwGAhyu2oTd7rybmY8hBGPFuG7OznkarfWE+cdxzaQ/tXpfoZaSXPRFu5aKZUWF7DWbeCY4hB9iYngxJJRYRXPWKrso8lBRIdfq/PgkMorUhga++kW+/pfLyrhW50eovP0MYNYRSSy7oYkdKtcW8DwXoH1dDwK0RaU3q8MeZETun9hT1XXBx95CEGBUYgDa6aHsCJZR3ckqTwLM86nlH/JnWFh9O14Wx337lcooTKbr2Lx5KgcPKnqUAGHv3r2tivn2JXV1daSkpLSqA5aVlUVubvN3cOXKldTW1rJ69Wo++eQTwsLCuOqqq5BIJMTENLsPr1ixAh8fHzZs2MBbb72Fr68vy5cvp6KioqWNXC6nsLCQ3Nzc5tT/P49ZWlraqt7FhUj/S1XgoVucPHmSqqqqXh3TWGNkc80+9AY/kjUJRGRrEFxtp/bQ55wTF9uEzykucbSScf+iLGsdCu+lvVLbIqfSi3BvPZLaSvcOZLczzRTB197dDzT9NWY3CwujquuA8wBvJfnd3KyYrMgBB9zvBUHOsVQfelppe6wtvss2DaEWzu503s1GKpOh1l2Osbz3fPUHR45jcGRrIdMsKr5ElbK1TfsdpjoOms38GBuH7ued2LBfaIQqm41Km43rdTqUEgnTvbzIsDR/xw6bzZxoaODJDhZRZZeOYdmwY1gE1y04BQRu0A1h2bFNPYqlKAudzh/KFpOaoXXZ3FzB4CgdNfHe7JbZoYv6EjO8G7ii6W38jc5lZlIqY6koH8fOHbIeC/Nz1NTUkJqa2hKH0Jf8uhI3NFfjPnr0aLuVuG+++Wauu+46hg0bxjPPPAO0rcT9xBNPMHz4cF599VXmz58PwO7du6mrq+Opp54CYOTIkS3jTZw4sZeu1j14hMVvhL5M21ZprGKDcS8Bwf4kKxMIy1F5BMZvDLHGyrSg69jGhSkuGupqCIg8SHmR+92UmhrtVF+8FP3aV9w+1ohyL77u2r3fYcy2Btd11g7F0q4roocGasnvZv8jLGscaqdQjMdo7JmoiA+NISCz83oSgkbG5pT3u9V/2KB5lOZ5detcVyFTSH4WFVvaPb61ro7BKhX/rqzgm5oa1ILAdC9v7gsIQCWRoJdKMUhl7DKbmKjRcshczxW+PlhEkb+UlPBsSDDSX7t9yOUcWDycF0NdW58iQKnnWYuKSUe+73YfdrU/H+vu4f8yk1w4s54TE+SFMtGPQyo7XYnlSV5NLLR9QFDNRqfGUCnjKS0dw9GjUrqqyN0d9uzZ0y+ExbRp06itrSU9vTlWa+TIkbzyyitMnz6d3Nxc7rvvPkJCQjAYDERGRpKamsq8efNYsGABs2fPBuD5558nISGBpKQkDAYDe/bs4ZprrmHZsmUkJCQA8PXXXzN37lwKCwt57733ALjjjjuIiopqaXOh4hEWvwEyMjJaAoL6kvKqCtazm8BQA8nSAYTm9n2woQfXIdb+LC6ELygudjxAtr+Qf3I3oUkJVBa7PpvSr8mWJdIbIZxR+Y3gwuRdDdYGRASnq+k6Sra9axO/0q97flDRKgkBZsfiaXJzors1xjkEQWCUMarLdjnKM9TVOW9JDo4fTmle37sfxlftQpWW3eHxfEsTh+vrUQoCr4eGUWWz8UxJMUabjb+GhCAIAq+EhvJCWSl/Ky1lilbLVb46/llRwXitBqUg4YacHKpsNm7w8+PGuFg+uiGI77xSXHod0/ySePpMzypo54ddys1FC8nI6j/PtSBfFSFD/NmvFbELnQuK0Vo714ifEl77tVNjqFQJFBcnk3pMwB2C4hwlJSVkZGS0ypLUV/zaarF8+XIAbr755natFkuWLOHJJ59s1cevrRaPP/44y5Yta9Xmk08+4b777msRJPPnz+fNN99089W5H0EUXWXM8tBXfPzxx2RmZvb1NNoQEhDMaCGe4Lzeye3voXcQvGVsK70wxYVvYChN9muw90LazvEN69Hs/datYwjBgSy6xbUuV3sLK9E2uie3/PMBf+Pd/M4X5AnTwjmqdP6xtMS3gEuq7+uynVIZw6aNFznd/y8ZGpHIuLTOA6rFIClf7n3O6b41Oj0yzQ1Y6rtfebynKFRS7vjHNF4PDWOmd8cmsdvycjlUX8/2uHi8f3aF2lhbywOFBRwaMBCVpO3vLNti4a78PFZFx7AkN4clfnou0mq5Ii+XUY8OozjGdVYzlVTJ/6hiehRLYdMG87bXvbyc0/cL3nP4qGUMHBrIAZ1AYxdr/SEauFbyNbG1/3VqDJUqiaLCURw/3nuhuHFxcb+JAnG/dzzB2xc4paWl/VJUABSVF/Nd2U7WRZ6iLOzCSSfnoXPEWivTAq8lJLjnqTp7G2NpIQGhvVN8qDB2ttvHEItLibLqXNqnWek+v/HDdZ1biwQBsjr3LuqQ4RbHXFxMdaO6N8DPyGQyhhd34dIlFdiV59zOMIAgSNCFzO9zUZFc4liBQYNMRqBM1iIqAGIVCkSguJ18o6Io8lRxEQ8FBiKKIqcaG5nt7Y1yxhgYpuFEuuuSLCR4R/U4QDsjYiEXmZ7vN6LiXKanxsnB7PTrXFTEqwX+13sDj5gWOiUqVKrBVJTfyMYNyb0qKqDZ+6K01PEUtx76Jx5hcYFz4MCBvp5ClxSUFrK2Yicbos5QEeLedJYeegex1srUwGsuSHFRcHIj3n6uLbDVHvnFUmwh7i8yOLU21KX9mRVdp4PtDqJEzpGazgNCwvQaagTnrRVhCgnB5q4rWkskao4e7ZlwGhUyGFVt549OY6CRgoJTTvcdMWQWlcV9VwdBoZKSXPoVqiObHWo/Uq2hzGrF9IuUQNkWCxIgWNbW03qV0YhOKuViL2/OhWSfumokf5iYSpPNhmjvuQOFgMBNuqF8emJ/tytoN/lE8WzAC8xIW0hRQzeVrgv5daYnYye/kUilhEd8dvKUeREJNe857LykUg2jrPRGNm4Y5ZI0zN3FHbW4PPQuHmFxAdPY2MjRo0f7ehoOk1uSz9dV29kck05VkEdgXOicExehIQP7eipOYbNawb4V0U1xBOew20XKL1ri1jEAhpSpXNqfWe4eH3KrdwRNXdR7CDR0T9RMVTsWYyaTjcds7v7nrlarScrrfOEv+MrZcuBDp/sOiBxAWcGgbs6s5yhUUgYVfErW7u841dDsjlTQ1MSphoaWOhOvlJXySFFhyznzfHzQSaU8XlREemMjB81mXior5Spf3zZuUBVWK+9WlPNYYHOcjU7nS2CQD8vPbMWcbsZ0yoRmQM9EbYBSz7tCCA8d+b5bWZ9EQcLxiBsYW/UM/8rvOoNZbzA4Wkf4xRHsjlJS1Em2tGCFhGU+h3m28XqGGl9FgmPZtFSqEZQU38TGDcM5fbrvk64cPXqU+vreK2rqwfV4hMUFzNGjR7FYLH09DafJKsphlXE722IzMRrcX+nXg/sQa61MCVh0wYmLsuwzBEV0N/eQ42Q1hGKXuXfHMzTXtdYXdwmLGk14l20EXff+ViOb1jnULjOjZ4vFMf6DkTd0/tg81bQPS5NzCyOlRoud2Q7V+HAHzZaKVaTvW8fCnGwW5mQD8EJZKQtzsnmzvLkYY7nVStEvitlpJRL+FR5Brd3GNTnZPFRUyDQvrxbx8Ev+VlrCLXp/guRyhKhw/n67Hq87AzDuM5Lzag4BcwPQxHZfWEzzS2J1Xh4Tu1lBu9FvII/oXuKytHlUNfV9XpvYIC8Sp0VwKEFLmqzjwGy9TMK9vqd4wXITyca/IhUdi1FRqUZTVHgTGzcM5azrMlb3mKamJo6l9L8N0+3bt3P55ZcTGhqKIAisWbOm1fGSkhKWLl1KaGgoGo2GOXPmkJaW1qpNcXExN910E8HBwWi1WkaNGsVXX33Vqs3hw4eZNWsWOp0Of39/7rjjDurq3BPz5i76/tfjodtcCG5QnZFemEU6WQyMi2NEdQQ+Fb2Xr92D6xDrmsXFDuErCgp7J37BFZRkrEOlu4VGs/v82c21VkzTFuO96UO3jaFMy4OZruvPJHePECqVde2yVaGW4mxtiSCFhBDTd122UykTyMrqvrVC5+NLXJZPp22soXB0l3NpPAECYxdQVtA3SS7OiQrV4Y2M1Wg5mZDYYdvnQtp+hrFKJR9ERHY5zkuhzcHulrFDWD4tn1JpHZpYDQP+1jN3SpVUyZ9VMVx7uGtXuPYQJXIOhC3hlszpmHohqUNXBPuqCB4awD6NHbGTTE8+UgnXeKVzUc3fkFc7nsBBpRpDRnoSmZn9L29PRFAYQ4QoInZKEMeJCJK+t6Ccw2QyMXz4cG655RYWLmxdBFUURRYsWIBcLmft2rX4+PjwyiuvMHPmTE6ePIlW2+x+edNNN2E0Gvnmm28ICAjg008/5dprr+XgwYOMHDmSwsJCZs6cybXXXsubb75JTU0NDzzwAEuXLm0jQPozHmFxgZKVlUVZWVlfT8MlnC3IIE3IJDE+nuGVYXhVegTGhYZYZ2Wy/9Xs4MIRF42mOgIi9tNonuTWcfICxjGID93Wv1htZHhjGEeVJS7pzyx1j7DIETtPNSuXCmTJna8tMVVditDY9SKp2jjc6b5/yVhtEtLSjhc6glLCtlP/cbrf8MFTKCvom0q7cqWE5LLVqA47L4a6Q8EVY/nzoCPYXOSGmOAdxQvFJcSldy9A2xwwlD833s4PaQEumU9P+GWmp2xBpKPUrmqJwCLvfKbWvoCq2vFgd5VqHGlnE8jOFumqeF5vIpfLSQqOJ7E6EJ8cGYJOTokih6ajcqJ+UTSur5k7dy5z585t91haWhp79+7l+PHjDB48GIC3336bwMBAPvvsM2677TaguVbHO++8w9ixYwF44oknePXVVzl8+DAjR47ku+++Qy6X89ZbbyH52ZXwrbfeYuTIkaSnpxMf33VBzv6AR1hcoFzo1opfI4oip/LTOC2kMzh+IMPKQtAYPQLjQuK8uFhFQeHpvp6OQxSc3kdoUpJbA2aLi+3EJ4xBccZ9v9lJxiCOBrpGWNTL3GPBOWMxdHo8KtCL493YoBxp7XpRLJX6cOyoiu4uqIIDgojI7txNp8S3kIrTzrnX6YLDqSrtm8WTXClhTPnXqA45vyg/aDbz78oKTjQ0UmazdpmWVlCpeH+8P+988SWNBY3I/GQY5hrQX3z+d1d3vI7C/xRirbHiM8qH0FtCkciaF1c2s42MpzOIfigahb+iJUD7gWMbkNucdwcWZSq2hdzKHRkTu4z7cTcKmYThQwI5FihjZydB2QpB4EqfUmaYXkRb7WiRUgGVcgJnzsaTm9O/BIXOR8cwn3ii831QZAjYggROqQ9wLGULiCKxTWP6lbDojMbG5ngelep8vJtUKkWhULBz584WYXHRRRfxxRdfMG/ePHQ6HV9++SWNjY1MmzatpR+FQtEiKqA5rgtg586dF4yw6Hu7nwenqamp4fTpC2Ph5iyiKHI8/wyfN23nwIBC6n0cC0Dz0D9oFhcLCQvt2J2iv1FXtg5JJz7MrqBk1CK39p9Y4joRbpa6Z78ppU7X6XFdgPOxHQFyCRGmNV22E4TxNDpg1eiIsQxA6Cz+IUDGTwecqxMgUyiQa+dhs/b+BkpPRAWA2W4nQaniiaCuLS1CkIEXrtbz2ootaAdqiftLHIbLDBR9UoTxgBEA0S6S914e+ul6Yp+IpT6znqpt5wsLFn9ZjH66HoW/AoOqOUD7wSPfdUtU1AYmc7PiFW5Jm9SnokIiwKikADTTQtkRJO0w05MUuMLXyOuyJ5lffRfaJkdEhQSl8iKyMpewcWPcz6KifxATHMllgRexsGwUCYV6GvUmttR8wVe7n+fYyc0ICATHD8NiSaKm/MII4k5MTCQqKopHH32UqqoqLBYLzz//PMXFxa2KF3/xxRdYrVb8/f1RKpXceeedfP311y1FAS+++GKKi4t58cUXsVgsVFVV8dhjjwH0iyLIjuKxWFyAHDp0CLvdvQuhvsZut3M07xTHpWcZNiCRwUWBqOo8OvhC4Jy42CGs7lbKzd6mpryEyGEnKc0b4rYxcqp8CPPSIamrdkv/hhwjDHVNX6Z2ipr1FFGQsL/Gt9M2Vh/nLSVTNBUI1V0ngDh7JgRnYzfOERMcSWB2J/EPAhyu2Ijd7twmSGji5ZTmua9mSEfIlRKSK9Z0W1QATPHyYoqXV5ft7EMH8sicSvauPobCX0HIDc31P1ShKuqz6ilfX47vGF9sdTZstTb0F+uRKCR4j/SmsbB5F9iUZqI+u57QJaFM0w3iL2cP4GeqcHrOokLL94F38qeM0X0WJH+OIdF+VMdp2S3r2IogAJf4mLis8Q38qh2zdgpIUSgmcfJkDIWFdrr7nXc1SqWSwYEDGFgRgFe2FAwycnVnOJj6HU1NzcHmam8fDNHjMNUOoLqieef/5K5Cxl/RP2qIdIZcLmfVqlXceuut6PV6pFIpM2fObOM69cQTT1BVVcWmTZsICAhgzZo1LFq0iB07djB06FAGDx7MRx99xPLly3n00UeRSqXcd999BAUFIZVeOB4cHmFxgWGz2Th06FBfT6PXsNlsHMk7QarsDCMGJjEoPwCF2SMw+jtinZXJ+qvYwYUhLvJPbME/OobaSvcs9CwNNqovXor+m9fc0r8sPReFKMUi9NzCZ3ZDwKTNKwRTWecPxmKVgLOuGqNsW7tso1INo6Cg+wusZFPntUjqQxtJ2+lc7v3QhGRK8zqvQO4O5EoJyZVrUR/sXqCzM1TNHs39o07QIFgxp5vxGtJaiHgP9aZqRxWiVUTqLUWmk1F3og6vwV6Yzprwm+SH3Wqn8KNCYm+P4X+9k7jmyPpuzaUyZDK3Vd7I4fTO66i4m9ggL+RJOg4qO3dLmubdyJXW9wgw/uRQv4IgQy6/iBPHIykuFukvgiLAz5+h2jiicr2QZUtpDLRwgE1k7j+/hjFEJaDyGUV5URCl+a2f7ad2FzH2shgk0v7/zB89ejQpKSkYjUYsFgsGg4Fx48aRnJwMNBf/e/PNN1vFYQwfPpwdO3bw1ltv8e677wKwePFiFi9eTElJCVqtFkEQeOWVV4iJcX9NJFfhERYXGKdOnbrgUo+5AqvVysHcVI4pFIwYmEhibgCKhv6TMcKdvLnnv7yw/X1uHX01/zfzvg7bfXh4NR8dWk1eTTFhPkH8acJNXD1kTsvx7VkHeGLjq5Sbqrhk4EW8MOchFNLmXeKaxjou++gOPrvuVcJ8XBNIKtZZmex3FTv5mvyCky7p013YbVbEpi2IXIbgcEkp58hRDMJdkRxifQMTGuL4SZ3T477cUTrQpOk8zauXUkaO1E5HAavtoZNJiKrrukJ0eflgh/v8NYPCB+Kb3vFjUtDK2Hzkfaf69NIbqKuZ2O05dZcWUXGge4tzh5HJSLluJM9FHGl5y2q0IvVpLSxlPjKwgbXOilwnJ+KeCIo/K6bokyK8h3njN9mPsu/LiBgRyisWCc8s/5onzSJ/Gqvgj2MdSzBgV+n4Qn83j2a6yJzXTYJ1KoKGBLBfY0fsJI5inJeNRfYPCan5waF+BUGOXDaZ1NQISkvt9IcYCkEQiA+JYZAlFEO+EsFXTplfIftPfEPt2XIAFGoNQXFjaKhPpLZSS21N+32ZjRayj1UQO7Lz+Kz+hK9vs2U2LS2NgwcP8swzzwBgNjffWSW/sghLpdJ2PVCCfnYz/Pe//41KpWLWrFnunLZL8QiLC4zDhw/39RT6FIvFwv7cYxxVKhkVMYiBuX7IG3+7AiOl6BSfHv2GJEPn5uCPj6zhhZ/e54U5DzI8JImUwlM8/OPf8VV5Myt+EnbRzn3fPcM9425gasxY7lrzJJ8e/Zalo64C4G/b3uXGEVe4TFScQzRZucjvSnYhkFdwwqV9u5ry3DQih+W6bSe5qryJ+rGXot7v2KLBWcZW+blGWLjh51SmCOv0eGSQF+WCcwNP1lYjqe7cx14m05N6rHuPOalUyoiyzuedJT+JyVTVaZtfIpFK8TLMp7q0dx+9vSUqBD8dn90QymrvI22P/erz/XWBSu1ALXFPnb/PWYot2Paa2f8HGzM+yOGB8QrmxMsY8raJKVFShgV1YQELm82S4ms5m+meuiyO4KuWM2CYgQO+nWd6GqEVuYYviar90qF+BUGOTDaVY0dDKS/vHxYKtVrNkIABDCj1R5MlwR4s4YzmEClHN4LY/Fn7hUbhHTCGyuIwygocc+05saOgXwiLuro60tPTW15nZWWRkpKCXq8nMjKSlStXYjAYiIyMJDU1lfvvv58FCxYwe/ZsoDkOIz4+njvvvJOXXnoJf39/1qxZw8aNG/nuu/Ppst98800mTpyIl5cXGzdu5MEHH+T5559Hp9P19iV3G4+wuIAwGo1kZWX19TT6BY2NjezJO0KKWs2oyCQG5OiQWX5bAsNkMXPft8/wwpyHeH33x522XX38R24YMZ/5STMAiNKFcqTwBO/s/ZRZ8ZOoNBupMFezZNQCVDIlswZMIq08G4AD+akcLT7Ds7OWueU6RJOVSX4L2AX9XlyUpK9Hrb+FBpN7Uq4Wxl9CnJuERXyRCF2XiugSs4MVe50hj+BOj2v9na8enmzb3mUbu30C1m7W4BwRloTmbMcuGPZgKfv2fO1Un+GD51Ca13msiauRKyUkV33rfktFfDRPL2jiuLxttTWZrwyrsfUHYauxgRRkXm2XIQFKP4wrjvPiVBtSm4UjxXauHiRHIxeYGi3lp2xbh8LCrjHwL597eS6j74p2KmUShg0J5GgXmZ4S1QLXS78lvnaFQ/0KggKZdCpHj4ZSUdE/LBTBAUEMUcQQnqtB3iCj1q+Wn4rXUby7eREulSsIjh+NzT6I6lJf6vOc6z/3VCU15fX4dCO5gys5ePAg06dPb3m9fPlyAG6++WY+/PBDioqKWL58OSUlJYSEhLBkyRKefPLJlvZyuZwffviBRx55hMsvv5y6ujri4+P56KOPuPTSS1va7d+/n6eeeoq6ujoSExN57733uOmmm3rvQl1AvxYWf/vb31i9ejWnT59GrVYzceJEXnjhBRISElraiKLI008/zfvvv09VVRXjxo3jrbfeavFhA3j//ff59NNPOXz4MLW1tVRVVbVSf9nZ2TzzzDNs2bKF4uJiQkNDufHGG3n88cdRKNxbNdcZjh07hij2/Y2kP1HfUM+uvMOkeGkYrR9EbLYPMutvQ2A8sfFVLo6bwOTo5C6FhcXWhPJX9QdUciUpRadoslnx1+gI9PJne9YBJkePYX/eMa4eOgeLrYnHNrzMS3MfQSpxX3DYOXGxWxDIzT/utnF6SqPZhH/EPhpMk93Sf16JnKigKGQlPbcs/Bq/rAoY3fN+zKLrdz/TmjqvE1DvLcOZRZK3VEJM3RddtJJw8oS/U/2eQ6VUMTivk11SmcDunFVO9RkYM4jSvN5d7LaICjeJ2XNYkqK5fWE5Rkn7VZ818RpqU2pbvVd3vA51tBpB1vp+PU03iPj/bGG7pJb5CRqq6ps/vyYbIG/+19bBczA7fD5LChaQW+m8UHUFEgFGJhrICFeyQ9JxHEWMSsJi+WaSat5CcOD7KZGokAjTSEkJoqqq74OyJRIJCaFxJJlC0OfLEQLk5PmmceDYt1gszS4/PoZgdCFjqS6LpqK4B0tNsTnWYtz8WBfNvntMmzat0/XXfffdx333deyqDDBgwABWrer8vvHxx50/6y8E+rWw+Omnn7j33nsZM2YMVquVxx9/nNmzZ7eqZPj3v/+dV155hQ8//JCBAwfy7LPPMmvWLM6cOYP3z3m1zWYzc+bMYc6cOTz66KNtxjl9+jR2u5333nuP+Ph4jh8/zu23347JZOKll17q1WvujJSUlL6eQr/FZDaz3XyQI75ejPZLIibLG6ntwhUYa09uJrX4LN/d7Jj/9pSYsXx+7DsuGTiZoUEDOVZ8hi+O/UCT3UplfTVBXgG8c8XTPL35Tf5v8+tMjx3PtUPn8dbe/zIpajQqmZIr/3sPlfVGbhl1FUtHL+x6UCcRTVYm+l4B0K/FReGZA4QNSqKiyPVFs+w2kYopSwha+YzL+yYrH19RhVFof3HnKGZ7k4smdJ5jJv9Oj+c6uX9zkbYWqbHzaBCVajRlZd3biEkOHIQirWNrhdFQTUGa44Ug1d4+WJouxpkYkp7iTlFhstvJtVjgZ/emlw0ZaPK0SL2k1KbUUvJVCfYGO6pIFSGLQ9BP11OxqYKiz4rwm+pHfXo9VdurUMerOb609b3gOMeRSyDr/uZg74OFNhQSCHqplotjpOzItfHY5OYsXcYGkTH/NLH+7lhWhzzAm+nRLr9WRxkS40dVrJZdnWR6ClNIWKzazfCaVxHquzalSSQaBGEqRw4bMBr73uXJS+vFEH088UV+qLKlWIJsHJH8xNkDewEQJBJCBo5CkA2lokhPaZ5rvu9n9hYz9vKYNu50Hvon/VpYrF/f2nS7YsUKAgMDOXToEFOmTEEURV577TUef/xxrrqq2Vf8o48+IigoiE8//ZQ777wTgAceeACAbdu2tTvOOdFxjtjYWM6cOcM777zTb4RFXl4eFRXOp9j7vVFrqmOb6QCH9T6M8UkiKkuLpI8LIDlLYU0J/7f5dT659mVUsk7SXP6C+yfeTJmpkiv+cxeiCAFaPxYNncM7+z5DKjRbIsaGD+P7XwiVzMo8Vp34kfVLP+DqT//ErcmLmBYzjpn/vplxESNICnR9mj/RfGGIC2PJOqTyxdiaXG/FyW4MJ1AqQ7B100enI6xWppjC+dYrveu2nWAWXS8sOks1G+CtJF/qnAAYI+7qsk1x0QCn+jyHt5c38Vm6Do8LOjmbD3zoeIeCgD5yARWFvWf9linca6k40VDP0rzzPi1FnxcDoEnQUJ9ejypGhWgT0cZryXklh/jn4oleHk3RZ0VUbq5EppMRckMIvuN9sVvsDPAK54nSUsLKsoh7vY4ZMVLCfCTYRZEbVtdz9xg535yx8mOGjblxMsaGNf8uH9rUyFUzx3Cd9BFK89xT2LEr4oK9kCV2nunJIJewWHOE0cYXkTZ2XZtBKtUiitM4fNif2pq+L2wXHhjKYGkUYblqpE1yKrxK2Jb7Lca05qKcGp2egMhx1FTFUVXW/D135VO3trKBwrPVhCX4ubBXD+6iXwuLX2M0NhfT0eubc6tkZWVRXFzcEhwDzfmSp06dyu7du1uERXfHOjdOf+Do0aN9PYULipraGjbX7kMXoGOMVwIR2ReOwDhWfJZycxWXfnh7y3s20ca+vKN8ePhrMv68qY3bklqu5OVLH+H5S/5MuamSQC9/Pjn6LV4KDXpN20WdKIo8vP5Fnpx+L3ZR5HhJGvMSpqGWqxgfMYK9eSluERZwYYiLuooyIoYepyx/uMv7NtVYqZt6Pd5b/uPyvkdVePNt1+UFOsXcjaJjnWHXBFBa2fGiLyxIizP1qjUSgbjaTztto5AHc/x491JUjvMZhKy843vFiYbdLbn3HSFi8HTKClxv/eoImULCmOrv3Or+NG5APHc8PoTdqtYO8xl/ycBvih+hN58P9qk7XkfllkqCFwUT/3TrysECAktCh3L/zxW01xTaaLLBO/Oa/enLzSJlZpHnZ6p4bY7AwxsbqLM0L7K3VQbybWkT8osfQ2js/Rz/zZme/NmvETvM9KSTSbhOe5rxxueRVxu77FMq9cZun8rBA3rq6vpWUMhkMpKC40moCUKXJ8MeJCVDk0JK6o/NNVsEgaDYwcg1I6goDHSZdaIjTu8t8giLC4T+nxz4Z0RRZPny5Vx00UUMGdJcyKq4uHmXJOhX1T+DgoJajnWHjIwM3njjDe66667uT9iFWK1Wjh/vnwuw/k51TTUbC/exNjCFvBhzp6n++gsXRY1m4x8+ZP0tH7T8Nyw4kSsHz2L9LR90Ggshl8oI8QlEKpHyzanNzIibiERo+zP//Nj3+Kl9mD3gImw/+9Q32a0t/9qcLPblLM3iYj5REcPcOk5PKDi5DR9/96R2zg9yT7rRqIKeW0FMtp65Uv0aszay0+MKP8escueY5GVGJtZ22sbSNK5bRdAM+gCisjquZdIUaif11BaH+9OHxVBe3Hvf8fOi4nu3jdE0ehD33dDQRlTYrXbqs+vb1KvwGuKFOb2t25pBpeddgvnzLypof3CkiZmxUqJ0zfcsg0YgxEtgQ4aV+iaRHbk2hgbL2R9yI3O+aEKc/gCCG2PD2sNXLSd5XCiFY/3ZpwWxHfccL6nALb65vGq/k8nVjyIXOxcVMqkPAvM5sP9Ktv/k97Oo6Bt8fXy5KGI0i22TGZ8fiVxmZWfDWlbueY7Dx35ArlYTOXQGATF3Yay6hPKCoF4pOJhxuIymRvc+l5xl+/btXH755YSGhiIIAmvWrGl1vKSkhKVLlxIaGopGo2HOnDmkpaW1alNcXMxNN91EcHAwWq2WUaNG8dVXX7Vqc/bsWa644goCAgLw8fFh0qRJbN3adQ2fvuKCsVj88Y9/5NixY+zcubPNsTZp7ESx2754hYWFzJkzh0WLFnHbbbd1qw9Xc/r0aRoaXPuw/71RUV3Jj9V7MIQEkCwfSFhO32aY6AwvpYZEQ+tANY1chZ/Kp+X95396j+Lacl677HGg2a0ppegUI0OSqG6o5Z8HvuRMWRavznusTf/lpipe3/0xq298CwCdypsB/lF8cGAlU2LGsCvnEH8cf6ObrxJEs40JPpdBpEBObv+zyNltNmyNm4H5uNo3vqjYTtyAUSjSXJs+2ju9GHqoWeqtrr3XVCjDOz1u1EpxZmd2rLiv0+OCIOPYUV+n+jzHOFkiQgeLJEEpZcsJxwMr5SoVgmIOYi8V9JQpJIwxfu9WUVFy2RiWDTmKVWjr62+rtYH95/oUv0DqI22TEWq63yD+cno/OnNly3tFtXbWpVn5dOH5e7MgCHy5SM2yHxu4f30DlwwxcGLqszzy359QRI5AkCko/u+D2Opr8B51GT6jL3fxFZ9HKZMwbGggKQYpOzu4HagkAld5F3Fx3Quoq3O77FMm02Ftmsrefb7Um/vWQhEdHMEgewQheSokNgUF2kz2p66l8ZQJAP+IOLS60ZQXh7YpZNcbNDXayDxSSsL4kF4fuyP27t3L6dOnqa9vdm/bt28fCxYsAJrXofPmzSMvLw+bzYbdbufEiRNMmzaNs2fPtsQJX3vttZw4cQJRFLHb7RQXF3PNNddw6NAhRo4cybZt21plowLYvXs3F198MT/88EOb6t79gQvCYvGnP/2Jb775hq1btxIefv4hFRzcnMLw19aJ0tLSNlYMRygsLGT69OlMmDCB9993ruiRO/G4QbmOsspy1pXs5rvw4xRHNvb1dLpNSV0FBTUlLa9tdhvv7/+C2Sv+wA1f/A+NNgtrbnybCN+2N+GnNr/OnWOvJcT7fNably99lG9ObWbpV49w19jrGRk6qFeuQzTbmOA1j6hI17scuYKKvAwCI7Jd37EIpcnXuL7bgiLCbD496qPB1oi9HStXdykQOk41KwiQKXd8MaWSCMTXfdZpG4ViLNXVzi/QIoPCCM7t2HpS5JNHdXWRw/0FD7gCU3XvbGC0iIp933XduBsICgV7bhnNn4YeaVdUtG78q9e/+CjUUhVPahJ4/fD6VqIC4MOUJnQqgQWJrYXJRZEy9t+l578v/ZmfpvyT1WdFTCe2oJt8IxXfv4LXiDkEL34B4+7PsZS6Ph27RIDRSQbU00PZESilth1RIRcEFvpW8rrkEeZV34va2rmokMn8sNuvZM/u+ezY4fOzqOh9FAoFIyIGca1mGjPzEjBYVaTKdvP5wWfZceBTbHYr4YMuImjAHZjqrqA0Pxy7te+WjWf2l3TdqBcZOnQo1157LR988EGbY2fPnuXQoUOEh4ezbt06jh49ypw5cyguLubDDz9sabdr1y58fHxYt24dJ06c4J577kEUxRbrx8CBzZnkvv76a4qKiigqKmLJkiVAcwrb/ki/tliIosif/vQnvv76a7Zt29ampHlMTAzBwcFs3LiRkSNHAs0F1H766SdeeOEFp8YqKChg+vTpjB49mhUrVrSpjthX1NbWtirK4sE1FJeX8B0lhEaEkEwcgXnOuWP0NisXv97q9a8tEQMColl/S9ubW3u8Nf+pNu+NDB3E1tv/2/0J9gCxvllcCJGQ3Q8tF0Vn16M13EpDnWuDb7OrdIRqfZCYOig7202m1oXxqW/3+xQRqVdo0TZ27m7kKBnWjtO2hus1dJJ8qQ3jtQ0oaso7bZOf1720lMmN8R0fNMjYfuATh/sKSxpPWX7nxfVchUwhIbnmB7eJCkmAPx8sDmCdtvPfptRbChLa1quotSHzlZHoHcULxUXElm5sc64oivw7pYmbhslRSFuv3E2GEdxnvo3NaXpEUaRi/Rv4Tb8NRBFLSQaahElI5CpUEUNoyDuOIjCmTf/dZWiMH5WdZHqSAJf61HJpw6v4Vnd975LLA2homMr+fVoaG/vOQuGv0zPEK5boPB8URXKqvMvZWPEtlemFAOiCwvEJHkNVSSTlRb0fv9IR+aerMNdY0Pj0jzIAc+fO7dBicPZscz2XZ599ljFjxgDw7rvv8sEHH/DJJ59w7733trT18fEhPj4enU5HfHzzfUilak6ZHBISQlJSEt9//z2zZs1CIpGwevVqvLy8SE5OdufldZt+LSzuvfdePv30U9auXYu3t3eLZcLX1xe1Wo0gCDzwwAM899xzDBgwgAEDBvDcc8+h0WhYvHhxSz/FxcUUFxe3LNBTU1Px9vYmMjISvV5PYWEh06ZNIzIykpdeeomysrKWc89ZRfoKT+0K91JYVsQ3FBERFcboplgCejFzi4fziPU2xnvNg34oLpoa6lGrd9NQN82l/VoabBin34zfd2+4tN9hpWo+7WENNpPSdcIitb7jVLOGQC1pHR5tyzjhYKfHlYpITp92osOfSQiLQ5/RweNQAgfK1iM6WN/DxxCCsWKc85PoBudEhWbvt27pX0yK59F5taTJM7psK5FJUEerqTtRh8/o81azuhN1TJwQy6cn9rXEUvyan3JspFfauXXU+R1YUa5hY9Bt3J0xFpvYrD7rjm1AqvZBM2Actoaf459+jgcT7TawuyYda1ywN9JEXw50kOlJAGb4NHCF5W30xq4zlMnlgdSbJ7N3j4amJtrt090IgkBcSDRJTWEE5itAlJGlTOXw8XXYbFYkUhmhiWMQGUJViR8NXXty9TqiXSTtQAnDZ0T09VS6JCyseWPhjTfeYPz48Wi1Wl555RVEUSQn53wdo6lTp5Kamoq/vz8ymQy5XI5KpeKaa5ot2oIgsHHjRq644gq8vb0RBAG73c66dev6bTXufi0s3nnnHaC5MMkvWbFiBUuXLgXgoYceor6+nnvuuaelQN6GDRtaalhAs0p8+umnW15PmTKlVT8bNmwgPT2d9PT0Vq5WQJ8v6lNTU/t0/N8LeSUF5FFAdHQEoxpj0Bf1TxPjb5lz4kKIEsjKSenr6bSi6OxhwgYPpqKwk6Jp3SBHPQRX5zkJy6uH7mVabcGs0LhmMsDBGl2HxwRfx4W8XBBIqOvcamA2J+NsPIxEImFUZccLFXNwA5m7DjnUl1QmQ627HGO5+3d5ZQoJybXr3CYqai4exQNjT1MnOJ4lLOCSAPLfz0cdrUYdr6ZxRz2SCisrwvOQ2yQ8uqmBglqRj69s7SL2wZEmxoVJGRLY/HerDp7AndU3sy/9vECxmaox7v6C4Bv/DoBU5YXcP4KaA2tRx4ykIecovuMX9eiaQ3RqDEP8OaCxd5jo4yLvJhZa/0WgcVOX/SnkwdSZLmLPbnW3K8D3FLVKzWBDPAPKAvDKl2E21LPX8gO5e5sTwnjpDejDx2KsjKWypP8/987uL74ghMXQoUMJDg5m9+7d6PV6pFIpsbHN1lSL5fxvKi4ujkOHmu8v5+IsZDIZZrO55b177rmHwMBAduzYwUMPPUR+fj633XYbBw4cICSk/8ScnEMQ+3rl7KFDysvLefPNN/t6Gr9LYkOiGWWOQlfSr7X3bxJBLWWfeR1Z2Uf6eiqt0PoFIMhvwOri2hYTateiPrTBZf0Jej8W3dkza8MXDV4MKjrZ47mISh9ijO92eDzy4nDOOhhjcZF3E3fXXNfhcYlEyaGD1zqdUWdExCCS09p/OAteMr7JeAOz2THXsshhCyjtpiuWM8gUEpLrfkSze43rO5dKOXHtaJ6O6l5igYrNFZT/UI7NaGNokIzXZ8mYEtV8H126pp7sajvblp7PvGVsEAl5uZZ/zFFx28QAVgfcyf9kjGzTb9k3f0cZltQqQLux8Azl37+K3WzEO3k+uknXd2vOOo2c+KEG9vsKWDrQpclaO4vETwg3remyP4UilNqaSRw+rOozQRHob2CIMoaoPC9k3gqKpDkcOL4Ws7kGQZAQFDcUqXIYFYUB9GbhRldww9Pj0QW5bvPDFQiCwCOPPMLf/va3lvcOHTrErbfeytGjR5FIJMyaNYu9e/fi6+tLTk4OGRkZxMfHM2TIEF577TUCAgJYs2YNzzzzDFdddRVffvklmzdvZvbs2VRVVVFTU0NUVBRffvkljzzyCLfeeiuPPPJIH151+3hWTf2YEydO9PUUfrdkFmWTSTYDYmMZWRuBT5nnp9JbiPU2xmnmQjT9SlyYqsqJGHKMsoK2i56eUJQwj1gXCguxsorBllBOKEq73YdZ4Zqg4wbvSOgg06ZCJiFb5rgIGC+kdHpcLpvgtKhQKBQMLew40Uem9LjDoiI4fnjviAq5+0SF4OPDqhsj+dy3+9nKwmeH8drlE7nmxPlYiu05Vl7cbeFQoY2iOpE1p5tYkNi8O+6rEjA/7kNZ6MXML7ue1Awt5jO7qT3yA5bSTERbE/KASHSTFqOOHd3SZ33WESo3voPNVI1m4Hh8x1/dcszeaKLoo2UEXfcsMp/ADueqkksYOqTzTE9DNHCdZDUxtV3H2CgU4RiNE9m1U+kqryynkEgkDAiJJak+hIAiJdZgkVPCXk4c+gkAtbcvkcNmU2eMp7pC1fsTdBFn9xcz9nL3/9Z6yujRo0lJScFoNGKxWKiurmbgwIFMnjwZgDNnzgDw17/+lRkzZgAwfPhwXn/99RZvlXOWC4lEwooVK/D392f+/Pk89thj2PviS+YAntVSP8YjLPqetMJM0sgkMS6e4VXheFf2n0C23zLnxIUQLSEz2zE3lN4g/+RPBMbFYyz37rqxg+SWyIkyhCMtc6ZMXOdMqgnkREAPhIWDFd+7oqqTVLNRBi2pDm6USoFEU+dF8bKyInHWd3100CCUHUSP20Mk7N+91qF+NDo9ZvMUp8buDjK5hGSTm0RFTCTPXSVyRNGNIJWfSfKO4vl2ArRNFpHhQRJuGSFn4ZetK0/b1f58rLuH/8tManmvIe84qpgR6KYuQaLUUpe6idJVzxCy5GUUQXGIop3y717Cd9zVqGJGUbbmb9Qd/RHvUZcBULVtBd4j5nYoKiQCjEwykBGmZIek/e/MALXA9bL1JNR0nSFSqYikqmoCO3fIe6Wmw6/RarQM8Y8nvliPplhBtU8lm6q/oiKjudaIIToBlfcoyouCKM3rH4lpekL6odJ+ISzq6upaJdcpKSkhJSUFvV5PZGQkK1euxGAwEBkZSWpqakvA9p/+9CfgfAzvX/7yF4KDg/H392fNmjVUVla2BHxPmDABPz8/br75Zvbu3ctll13GY489RlZWFvPmzevlK3YMj7Dop5SXl1Na2v2FgQfXcrognTNCBknxAxhWEYpXlUdguBux3sZYzSUQTb8RF6LdTpN5IwhXgosWEHabSMWUmwlc9VeX9AcwqEQOPSj2bJa5xte6SNKx/69vgONWkWQvG+rajqNJVcoBZGQ4Jyq8tFoScvTtH5QJ7Mhc6VA/giBBFzKfymL3+qe7U1Q0jh/KA1NzqJC0LWTnCAICN+uGct/PFbR/zdwBcuYOOPf3OS8s8sMu5eaihWRktf4u6Gfe0eq139SbqU/bhzl9P4qgOOzmmmb3p1HzEGQKNAPGYSlvXkQ35J/EUpyOftbd7c51aIwfFZ1keopSSrheuZ3BxteR0HlBNqUyhoqKcew8IqcvnMpDDSEMkUURlqtBKpOTLT3JwRPfY7NZUKg1RAyZSkN9IrWVWmq7Lvx9wVBVbKayyIQ+pONilr3Bjh07uPTSS1ter1ixghUrVnD11VezcuVKfvjhB77//nuqq6vR6XRYLBYWLFjA7NmzgeY4jMjISLKzs5kzZw4NDQ0tAdn33XcfAAEBAaxfv5677rqLwsJCvvzyS4YOHcratWsZPrx/pmn3CIt+isda0f8QRZGT+Wc5LUlnyICBDCkNQWO88Hd/+jNivY2x6ksgBjKz+oe4qCzIJnJYJqV5cS7rM9saiUEiRXBRxfOgnFoY3P3zzVLXPBoybR0Hu1t9HF+IT5B2nsSipmaEw32dY6zfYGQV7YvDqoBKitMcS/MdMWQWpfkdCBQXIZNLSDZvcIuoyL1yLA8nHsHWzUxFgSp/nm2QM+GI4+lu7Uo/3gh6mJczHPsNiaIdu6Ueiaq5qrdE44vUS0991hFU0SNozDuBdugMRFsTlRvexn/u/W0qcseHeCNJ0HFAaac9QRGikHC9ej8jjS8jaeg8YF2pjKO8bCw7j8p6XVBIpVISQ+JJrA1CX6ykPrCRg5Yfyd7XnE3PLzQK74AxVBSHUVbw290AyzxSij7EdamFu4Na3f7myLnidyNHjmTTpk0tbe+8806efPLJlnZyuZxNmzbxyCOPsHPnThobGzEYDLzwwgutBEtycjIDBw5EqVSya1fXWcj6Gk/wdj/lnXfeoaSkfxWD8dAaqVTK0NAEBhcHoa71CAx3IqikHGjYQEZWnGquEgABAABJREFU5+lGewu5UoVX0B+or3Wdn/JYduG1rXN3H0cRNBquu7+p24vFh70GcWPq+h7P4yn93/mosH13qMAZ4eQ6EGMhAd6VPYy2qf2FvlSqZe+ehTQ0OH6t/jo9V5SOQGJvKywEPzlfHfs7VmvX2ZACIgdgqrvMre4vLaJi19cu7VdQq9h8YxLvBnQ/8+DFfoN4+lcVtLsc9+kaBl77MI3Rkx0+x7hvFTV7vyL0tneQanUANOSfoGrzv7DV16COTUY/43aMe1dib6jDa9hsKn98E1t9DeEXXcXQO27lgNqOKLT9nPzlEq7XpDLG+HdkYl2n81ApB1JSksyxYxJ6O+DZx9uHobp44gp8USqUlCry2Hf8G0ymKqRyBcHxo7HZB1Fd2sNc0xcIARFeXPv42L6ehod28Fgs+iGVlZUeUXEBYLPZSMk7yXHZWYYPSGRQoQGlySMw3IHYYGOMajbE0C/ERVNjA0rFLuqZ4bI+80MuIhHXCAvRbGZ8Qwy7VHndOt/kogKhh2vbT6brrZKRJ7XjyOJspFZEW9ex9UAimeiUqAAYq0xsV1QApJp3OiQqlBotdma7VVRI5RKSzRtdLypCgnjrWi+2qbsnKtRSFQ8qo1h02HHx2eQTxQuKe4C7qbLIcDSnj+nkTxh3fYrhqidbRAWAKnwwITe/er7/ygJMJ7YQsvR1Sj59hKCJVzLs8jmsW76ImssvQh43sFW/vlIJ13qlMbHmeeTVnQsjlSqRoqLRHE/t/ft7ZFA4g4kkJF+NKBM4Kx7gWMoWEEV8DMFExs2nqjyKCje74vU3yvPqMJbV42voner2HhzHIyz6ISdP9jzNo4few2q1cijvOMfkckYMSCIp3x9FvUdguJpz4kKIEUjPOtDX06E4/SjhQwZTXuCaIpqFxSKxccNQZBxzSX/jqvTsCumesDC3s7PrLKJMzfG69pePkcFelDk4xgRZ526haWmhgOPZUcICQwnLaX8xYgm1c2LXNof6CYxdQFmBa4Lc20MqlzDGvBHNrtUu7dc2PIGHL6kgV5rTdeN2SPKO5oWiAmLK2lbQbg9RkHA8/HqWZF9CVZNzSw7Tqe1UrHudgAWPoI4e0fEYv6jIrZQJWEoykN16FQc1auTDRtN09FCLsNBIBBZ55zGl9nlU1UWdjq9SDaKwYBQnTvSudUIulzMoeAAJVYH4liqo0Rn5qeZLStOzECQSQgaMRJANpaJIT2nehZUq1pVkHilh5Ozovp6Gh1/hERb9kFOnTvX1FDx0g6amJg7kHeOoQsHI8CQS8/TIGzwCw5WIDTaSVbMQYgXSMvf39XSozF+PXHkjTRYX3EpFKBtzPWEuEhYDigXoZu0kswvWKhbvSMS69jvS6B1zIROAIebPOzyuUg0mL9e5lItjm+LbH0slZeuJjxzqI3zwFMoKOk5T21PcJSoq5iTzwIhUGgXnY3kEBJbqhvCnYxs7rKD9axr9BvK/3MUXaW3Fd+3h7zHuX42trhJFQCR+M25HFTGk5bjp5E9UrPsHAZc/iESpofi/D9JUkY9obUTqE4j3iDn4jFkANFfkRrRTv+tDytc1Wx9qLQ1INWqwWbHXm6lYcgU3vfscV/qsQFOd1em8Vaqh5OcN59Sp3l20+/n6MdQ7jph8b+TVCvJsZ9iU9h1NTQ1odHoih82lpiqOqrLmwpK/R0mh9ZERqjXin7Mb34/yYfZ/+npKHn6FR1j0M2pqaigoKOjraXjoARaLhX15RzmqUjEqIomBOX7IOqq65MFpxAYbo5UzIZY+Fxfm6koiBh+lrHB0140dINvoR4jaC0l9577ejqDPqoRultwwd1B12BmM6rCO+/eS4Uhq2KEa8DZ1vNFSWTHUqTkNCI3BP7N9l5FCr2yqq4u77EMXHE5VqWtrmfwSqVxCcv0m14oKmYxDi0fyQlj36sIEqvz5a4Oc8Ue+d6i9KJFzIGwJt2ROx2STYLfUY606bx0wn92N6eR2fKfchDZ+HOXfv0zJZ48Rdte/kPkEYjr5E+Xfv4J+xh0oQxOxlGWjHTQNeVAcMi8/GvJPUvnjmwhyFZoB46nfvxKrtR75DbeiT55IxZ3XU/PC/6K98TYsh/cTorAy7QotN6j/F5o6nrdKNZzcnGH8XF6g14gNiWKwLZzAIjUWWRMpDVvIPHUIBIGgmEHINSOpKDT8bq0Tvno5ofJS/M5uRfnTFiReXtSMjuf7IXCduQyDpuMkER56H4+w6Gd4rBW/HRoaGtidd4QUrYZRUUkMyPZF2vT7fDC4GrHxZ3ERJ5CWsa9P55J/cgdBA+NdEjTZWG/DePHN+H3/Vo/7EjJy8RIV1AmO7S7/kvpuBn3/khJZaIfHchz0IJoo73iFJ5PpOHrUcb9yQRAYZYxs/2CgjO37P+uyD5lCgVw7jwY31bORyiUkN2xGu3OVy/oU9H78Z3Ew33h3T1Q4G6BtDhjKnxtv54e08/mOLcVplHz2WMtr04mtAFgr8pCPvxp5QBSW8lxqj/yA39Sl1KasA7uNyo3vULnxnZbztENmEDBvGV6+QZjP7kZRcYamhnSkVy7C9sEbaK64BkGhRDl9NpY92zE/cR/TZwSRf3Y/1z8aRkd7/CrVSLKzhpCW1o0/UDdRKpUMDhxAQnkAXpUqytSFrCv6hNqz5Si1XkQOnYGpbiDGKjVU9d68+gsBgTKC7XnoUn9Ese0AQpCB0lFRfHf3INb6pNMoNMcHBeVt5ZqEa/p4th5+iUdY9DPSevPO5qFXMNeb2Zl3iBQfLaP9kojN9kFq9QiMntIsLmYgxAmczdjbd/MQ7TTWbEQQFrokkDdXM4z2Q56dxGplsjmOddoMp081idYeD59lb784WaCPitwOipL9mmH1HdeSEMUJWJ2Y5tDwBLzT2nnkSWB/8fc4kjc0NPFySvPckztfKhNIbtiCdsdXrut0YAxPzW/gpNz554paquIhZRRXOxigLcpUbAu5lTsyJtL0q8B4VeQwoh5uTkcr2prIfXkhhgWPoBk4EYCAecuQKDU0FjQX5wte/HynY/ma8ykuPYv5sntQX3YVGlHEvOYzGg/sQZk8Hq/iXK68ZwgLLy7mnrsL+PODBqTStr9NlSqZzIwkMpz/iXQbgz6AoZpYIvO8kNRJSbMc5uiJjYiiHf+IOCKjL6a8OJTS/N+XG60ggaBAKUENGfgc/gb5tjMQE0HuiBB+vGQAmzRZiMJ5hRWtDWWa3J8RmXvAIyz6FR5h0Y9oamoiOzu7r6fhwU3UmUz8ZDrIYZ03yb6JxGR7I7F5BEZPEBttjFJOhzj6VFxUFeUSOSyN0ryBXTfugooyKw0jZ6I6sqnHfY2u8GFdN9bBZnvPhcWpxvYr9IUGaem41N15ktQCvuaOdtkFTp8KxNGgbblczrCi9gNOTMH1ZO1K6bKP0IRkSvOiHBrPWaQygeTGrWh3OFaUzxFMU0bywMQ0jEKD0+c6G6BdEziGP9bdwvY0XZdtbeYaEO1INM3yuSXWoqYMJNLmqtu/iLX4JYXvLMVmNpJjt6GacwU1rz2Hee0X+P/zC3z/9++I775E46uPY21s4JM37Wz5SsHwESqUSoH77yugqsqGyWTngw/mUVc3mqys3sm2LwgCA0JiGNQYhqFSTS217KpeTfHpdORKFWFJE7E0JVFT7o2p516QFwxSuYQQg51A40m8961BWlmEfXA8Zybq+GZRBIcURUCzC51UkDLcJ4ZpdgXTitKIyfr5fi9Tw8znQO7JDtVf+H1J4n5OdnY2Vme24DxckNTW1bK14ACr/A+RFVuH3cHdWw/tIzbaGSWfzsD48X06j8LTG9H6Or+Ia4+ipHku6SemoHv3E7O9E0d0BznSQapZmc4xP6iLFB2nmFWpRlJc7HjQ9qjgQajq2j7uBG8Zmw5/2OX5XnoDdTUTHR7PGVwuKiQSzl4zllsmpTotKgQEbtEN5ZMTe4kp63obX1Ro+TZsOcPzHmB7pc65sYTmrE+Vm/+J74Rr8B51GRKZktKV/4e1prRVW7VcypiRwYS89SG6dz/B6+7/oWHdWqRRsUBzSuKXx5/hy9frEewN3HSTjscfDyI310JQoIzn/1bKvMt8GTYsnIYGKZs2hfWKqNCoNYyNGMZi+TSm1gykoaGQ1emv8f2uN2gQG4gcdiUq3R2UF42lptzb7fPpDyhUUqJDrSTLDjB5z6MkfLUMdfl2Dl0WwoP/o+e6yzJ5KuYwhxRFaGQaZvoN4lnVALaW1PBRyhZuOba+9XfTWg+ZP/XdBf2K7du3c/nllxMaGoogCKxZs6bV8ZKSEpYuXUpoaCgajYY5c+a08VQpLi7mpptuIjg4GK1Wy6hRo/jqq7aWzO+//55x48ahVqsJCAjgqquucuelOYzHYtGP8LhB/b4w1hjZXLMPvcGPZE0CEdkaBDfmxP8tIzbamy0X8QJn0/f0yRyslkZk0h3ArB73lVumItI/BGlF5+kwu8InsxQmOH+e2e58XMYvESUyjtS0v1Cq9pLgSOD2sIaOg5dLShIdnotGrSEx17/dY+kcpaG+ptPzJVIpXob5VJe6/nEplQmMtmxzmagQvLR8e2M8H/sddvrcQFUAzzVIGedggHZlyGRuq7yJwxleTo0j1fiAIMFmqqLmwBq8hs3Ce/glVG56D3lgNDZTdUushVQiMCIxgLQwJTskIhCGHDB98i/kw0YiZqcTHKjmz3VXA1BltFNdbefy+d48+mgJ48dryM21kp5uwdo0h6NHNxIbG092djZBQe7L6hUSEMQQRTQRBd5YzTZO1O3gbMZepDIZwfGjsDOEqhIdDd3LBn3BofaSEeZTi3/ePjRbvkWilFMzOp4t10ezUp9BleR8bGmgKoBp6hCmGSsZl3kYhe101wOk/QgJc9x4BY5jMpkYPnw4t9xyCwsXLmx1TBRFFixYgFwuZ+3atfj4+PDKK68wc+ZMTp482VKx+6abbsJoNPLNN98QEBDAp59+yrXXXsvBgwcZObI5ccSqVau4/fbbee6557j44osRRZHU1O4Xu3QlHmHRj0hP73iHzsNvl0pjFRuMewkI9idZmUBYjsojMLqB2GhnlGIaxNNn4qIkI5WIIYMpK+g4cNkRbE12KqcuxbD6bz3qR8wrJNDuQ6nE5NR5ZlvPLC9W73AazW0tBBIBMuVdi4p4tYDe3L5rm1xu4Hiq48HTY/wHIa9q+3uyhUg4uPu7Ls8PHzyH0jzXVzM+Jyq8tn/pkv6EiDBeXCRjv7Lzuh/tMcNvEE+f3oevuesoYbtKxxf6u3k007mMXOcQpHIUwfHUZx7GUpyO7/hmUdCQnYJ6wDjEpkYaC04zLE5PWbSWXTI7vxSi9evWIisqYMrkMLanH0Fpr4efy+3pdBL8/aW8/14lXloJ1dVagoNHAhv4+OMfuPLKK9m+fTuiA/E0ziKVShkYEsuguhD0RjUV2lI2FK3AeLoEL72ByGGXYayIpqJE4fKx+yPeOjmhqgr0GdtRbd+AxKCndFQUP9wexzfe54OvARK9o5gm8WFaaTaDs5wXxZzd4MKZ94y5c+cyd+7cdo+lpaWxd+9ejh8/zuDBgwF4++23CQwM5LPPPuO2224DYM+ePbzzzjuMHdtcWfyJJ57g1Vdf5fDhw4wcORKr1cr999/Piy++yK233trSf0JCgpuvzjE8wqKfUFFRQWWlY1k3PPw2Ka+qYD27CQw1MEY6kJBcx3L9eziPaGkWF0K8wJn03X0yh/Lc9Si0S7A09Oz2mm2PIUAiRbA7X3OgBVFkWm04X/o6lz/TbK3v/phArSai3fcjArSccUAzT1bkgLn9Y9am8dgd9ILS+eiIzfJpe0AuYUd61wv6wJhBLomb+TVSmcDopp9cJiosYwaz/OJ8pwWkswHaxWGzWVJ8LWcze+bP7jNmAeXfvQyiHXuThcrN/8RaU4b3iEtR5e0m58xPbFz5V3wffRYA85ovkAYGE6BVUfv+i1x3tYrPPz1JbKyCevN5kSAIAg88EMj/s3fe4XFUZ9++Z2Zne5e06tVqli13G0wxNiV0MC0EQgmBBF6SQCD53pBGeqWkvISEAIEQQgmhBmw67r13W5bVu1ba1fY63x8rS5bV5SJDdF+XL9DMOVN2Z2fmd87z/J6f/KQFo9FIYWEupaXz0OtXodFoaG9v58CBAzQ1NSGKYs+L27FgMpqYaitkUpMVtVfmkG87H+56F0VRSJ1UjjHrczgbk/8rrGLtySrShCZsez9Es2wVFORQOz2Nd8/I50N9NYftrWRR5gxzIQsjAovq95BWtfLYdtxVD807IW1sYvdkEQqFANBqe5/tkiShVqtZtWpVj7A466yzePnll7n00kuxWq3861//IhQKsXDhQgC2bNlCQ0MDoigyc+ZMmpubmTFjBg8//HCPYBlPJoTFKcLEbMUEh2l1tvEObaRnpTFbKCSt7sRV9/0sooTjzFSfg1AksK9i9Unff6DLRVLWFtqbju2lxeOK4Dv7WozLXz6m7cxoN/CvUQ64B2Mh4oKIqIyu+NxhWgexmk1O0TMSiTMj/MaAywUkdu+2M9Kk7dMMk5Fa+7/QdSS10XJg6BwCnclMOHIux7sMmSgJzImswHCM3+thGq+Yy7fLthMVRvddlZny+PUIE7Tj+hSeMn+NX1YeH5FlmLyAiKsZ94rncC75HeqUPMq+/CsKLpvFx69tJhaPIbT21hQxCgqxvz1EZVUDsiywYnmEO+5IoqMjwto1CREsCCpk+WzefHM9F1wwo0c0OJ1OVCoVwWCQN954g5KSEi677DIef/xxcnNzxxwSle3IZIqYQ2aLkYDGzybnf2jYuQ+dyULW1PPwugtxOT/jg0MCOBwSqZEarNveQV6xi9iUQg5MtfLGhdlsVTcCjQBY1GbONuSw0OflrOqtGELH2YrrwLunvLAoLS0lNzeX7373uzzxxBMYDAYeffRRmpubaWrqDXt9+eWXuf7660lKSkKlUqHX63n99deZNGkSAIcOHQLgxz/+MY8++ih5eXk88sgjnHPOORw4cAC73T4u53eYCWFxijCRXzHB0TS1N/M2zWTlZDA7VkBKw4TAGClKOM4M9QIoYlzERf3e1aSXFNPZYj2m7TRkLKCEY3sBzaoLwqTR9/NrjBiDQ+cfDEatMvDLmmIZPgwkVyOS7B84GVOjmYvTObIX6PTkVLKq+4+sC3aZjzc8N3RnQcCesxhn4/ENWxElgbnRFRiWD15NfKQIGg0rbprK/zlGV5+ip4L29veRR5CkX511Jbc0XEltx/F9SbbMuwr3yufJ+/z3mXX9VWwww7K3Xsb30rMQ8KP4/ah3b+PLZ+iYf+W7BM9VsfhKiEYVDh0K89j/tffMXJ1/3iGsVjMLFzq59NLeuPaDBw/y8suJ309paSlOp5Orr74aWZbJzs7mueee46tf/SoWy8iUtyzLlKZNotSVitWno1E4xFuHniG4x0tKXgnZ5TfQ3pRKa91n1xdHlATSHODwHsC86Q3kNU0EZxSzdYGGV66xU6M61NM2R5/OQnUyCzuamXVgG5Ky68Qd2IH3YcH/O3HbPw7Issyrr77K7bffjt1uR5Ikzj///H6hUz/4wQ/o7Ozkww8/JDk5mTfeeIPrrruOlStXUl5eTrz7wv/+97/fk8fxzDPPkJWVxSuvvMKdd9550s/tSCaExSnAhM3sBENR39pIPY3k5GYxO1xAUtPIi4L9N3NYXAjFAnsPrDrJO1cIdL6PIF2LEhv7S0ZjMxTkTUGuHn3c/GH0FQ2wcPT9fBrDmIXF/vDAVrNtOoHhErcXaOtgkBSPhobCER/DPIr65yoJsN2znFhs6OT07CmLaGsY+BzGynEVFY5knvyCnfcN20fVbzQJ2lFTJr/Xfo3HDuaN8SiHRq/VYp80mQ7/XlZbriL4yXt4/vQQotmKYdGFlJjD7Pp/t1P8tyxUqSr0epEnn8rq6b/skwAvv9yJXm/g8suvwOv1smTJErRaLSUlJSiKwiuvvILdbueaa67pERixWAxZlmlubiY7O3tEosJqtlBuLqSgyQo+hb2uNbx7YBVqnZ7UwnkEAyV4Ogx43Cfkoxp3VGqRjOQoKR07Ma5/A1UsiHt2IZ9cbuPfNmdP8rUoiMwwTWKhomVRcwUFVSexeGnDZgh2gXaA0MdTiNmzZ7Nt2zbcbjfhcJiUlBROO+005syZA0BlZSWPPfZYnzyM6dOns3LlSv70pz/xl7/8hfT0hHV2WVlZz3Y1Gg0FBQXU1o7EzPvEMiEsTgEmbGYnGAm1LfXUUk9+fi6z/LnYWiYExnAo4TjT1WdDscDeA8cYxztKXC315Ew7QGvdyB2MjkZRoO20G8mo/v6YtxFvd1IcSeWA7BxVP79aP+Z9bvP1n4rXqESqVHGGCy2aER74pVetzmTPnpHtvyA9l5Sq/jN8ofQoe1cPfR3YM/Npb542sh2NEFESmBNbeVxERXxKEd+7xMWhI0aGR8L5tin8eN+6YRO0FQT2Z3+em2suoa3t+N9jJFFg5uQUDmSoiQk30/WrH0BJGb5//xM5Jx+a6vjDLfXkJLdz9Tvw/e818dTT2YiiQH6+GlHUIIoL+cXP3yYtTUckEqGwMCE4m5ubWb16NSUlJbS1tREOh7n++uux2+2UlpayZcsW1q1bh9FopKurq59rz9Hkp+VQFs8mvcOAS3KyrOEfdOxqxJ6ZR860a3E2Z9LWcGKqsI83Wr1EhjVActMm9CvfRDLraZmdw/s3pPCm+SBhYQcAOpWOc01lLAxGOKdmO/ZDn4zPASsxqFlzyrhDDcdhQVtRUcGmTZv42c9+BoDfn0guE8W+A1KSJPXMVMyePRuNRsP+/fs566yzgN4B6tzcE1NrZzRMCItTgIn8iglGQ1VTDVXUUFiQz0xPDpa2iZ/xUCTExVlQzEkXFw17P8SalYvPNfZk12pPEmlaA2JwdIm5R3K2J50D9lEKC3lsoS8KAhvc/UcNc1ON7BCGFhWZapE0/3sDrgsG5zGSfAdBEJjjzeu/XCfxyc5nhuwra7UI6otQBnC0GisJUbEK47IXj3lbrgtmc8/s3QSFkQ9E6VQ6vqPO5potS4dtG7YW8HPxbp6rODZXs8GYPslOS56eVSoFUNAuupB4lxvfc38l1tJEcoaO7/zSRk5yOwBWq0RbW+JcRVGHKCxk61YHLlecUCiKLPcVPiqVioaGBmKxGCtWrECtVtPW1obJZKK2tpbZs2eza9cuOjo6mDVrFtnZ/U0GNBoNZY5CSjpSMATUVAV28e89S0AUSS+cjdpxCa5WM/5BzAU+zRjMKjIMbpJq1qBdtQQxJ52aGak8/9U0PtZXAwmDmRStnXN0mSxyd3Ja1RY00dGZQ5wwqpaPu7Dwer193umqqqrYtm0bdrudnJwcXnnlFVJSUsjJyWHnzp3ce++9LF68mM997nNAImSvsLCQO++8k4cffpikpCTeeOMNPvjgA95+O+FiZzabueuuu/jRj35EdnY2ubm5PPTQQwBcd911J/+kj2LijeQUoLLyOCcxTfBfwcHGKg5SRcmkSUx3ZWN2fjZHzo4HSjjOdPkshBKBPftXnLT9xiJhJJYDY3/YBf0xuhbdgnXpn8e8jSktahhlPt9YhUXcmI6nvf+jxZI0vLhaoGuCUP/lgqBmxw4TI6l/UZZZhPlg//3X66twH1V47WjSiq6krf74VfDtFRUvHNuGVCp2XD+Tn+eMLp+irLuCdl7b0FXcFUFiW9ZN3FJ1Hp7o8X8tKMowoZRYWK9OCIrDSMD1N1/EaYu28pXFTXzvARtTpvRed+efb+SDD3xI4iVs2ZJMV5fC4cT9SZMmsW3bNm644QYURaGpqYlt27YRj8fx+/1ce+211NbW8t577/Huu+9SWFjIokWLkGWZQCDArFmz+Nvf/obf72fevHlccuHFTNUXkNdiIeIPsa35XWrrd2FOSSdz6qV0tuXQ3vzZmyW22GUy5FZs+z9Gs3I58bJJ7J9q4Y35DrapG4AGAIqNOSyULCxqq2VK1XYEto3rcQ9I1cm7tw/Gpk2bWLRoUc/f999/PwC33norzz77LE1NTdx///20tLSQnp7OLbfcwg9/+MOe9rIss2TJEh544AEuv/xyvF4vhYWF/P3vf+eSSy7paffQQw+hUqm4+eabCQQCnHbaaXz88cfYbAMXJj2ZTAiLccbr9dLe3j7ehzHBp5j9DZUcEA5RWljI9I5MjB0TAmMglEicafKZUMJJFRetVXvILi+nrT5zzNuoNc3AegzHkFbjgcmj6xNQjc0swGvIhgFuaWHz8I+bWZGBR9XV6tPxdA0vKiRJYnrbAJ+zQ8WqDUOHIWVOPv2YvqOjESWBOfHVxywqBIuZl2/K5t/mkYsKURD5kmUKXx9BgnbQPpkHYnfyRoXjmI5zILLsemxT7GzU9xUUAnC+OcAVocewu9fRHor2LD+MJBmBVILBAyxblsTRonLBggV4vV6efvppFEXBaDQyffp01qxZ0xNGkpOTw1e+8pWePk6nkx07dnDnnXfyzDPPcPrpp3PBmefyg588yH0lN2LK9rK08p8EQz5SJ80gY/KXcDbbaK39bFnFJjtUpMXrsO58D83aHQRnFrNthoZXPmejVkqE2KlEFaeZilkUlVjYuJfMqpOcpzYWWnaDrx0Mxzc/ajQsXLhwyDop99xzD/fcc8+Q2ygqKuLVV18dso0syzz88MM8/PDDYzrOE8mEsBhnampqxvsQJvgMoCgKe+sr2CccZEpRMdNa09G7JwTG0YyXuGirWora9KUx17Zob40Smr4QzfZlY+ovV9QiXAijqbvoU43NEcmpHvjlvEE7dOJ2qlok3Tdwwbqa6rwh+x5mZmYZ+gNHhTGJAusa/5NIWBkEc0o6budpw25/pPSIik/+eWwbKsjlZ1dF2aEeeaiJQ5vMrwIS84ZJ0FYkNWsybuOOQ2cRiB3fe4XdoCa/PIUNZjgo9P3czzZFuDryJA73Rz3LLBYJUYSOzhiSZCYeO4c//L6CJUs+JBwO89e//pULL7ywT/y4LMtceeWVXHbZZbS0tLBmzRq2b08ks69YsaKf086RDlFL3llCc3MzP551Fxa1nn9kZnLV47fzvWsvo6jsXDwdBXS2JYT1Z0FSCCKkOkRSg5VYNv8HeUsT7tmFLF8Q51+LZdzdydcm2cjFxqks8vk5q2YrpuDo8njGHyUxazH16vE+kP9qJoTFODMhLCY4niiKwq66/ewRKygvKmFqSyq6rgmBcSRKJE65fCZCicDu/QPbmh5vgt4ukrI34Ww+fczbaJpyBXljFBaK18fccC4bNA0j7uOXxvZ4qKO/1axFJ1MvDeMGpWtFCPVvo9EUUFExvKjQarWU1ab0W+5N81Kzeseg/SSVCp31ctztx+d3crxEReDM6XzzrEN0iiMvVjjSBG1vykzu9d/ORxXH1+9ep5YoL3ewOUlk9VFv5HMNca5Tniez681+/WRZoKREz+bNqei0i9mwYSdvvtk7e+V2u3n++ef5+te/3s/F6XBSa3NzM4FA4rM62hlHURRefvllFEVBLclU7kvYu6+ufpmAr42KpjqiikBcuIbWurTj8VGMO5Iskp4Sx+Heg2n9G6ikCC2zc3j9chVvmkM9yddZ+jQuV6ewsLOF2Qe3oYqP0CHhVKVq+YSwGGcmhMU4M2EzO8GJIB6Ps71uL7ukA0wrKmVKkwOt97PrrT5qInGmymdAqcDufctOyi4b9q4hY3IJHc1ji4GtbdORY09D7GgevvEAzO9MZkPaiRcWFZH+ITXZqUZahuk3KzpwoTavZ9aI9jsnZQrqir5vs4JZxYebh07Yziy7jNY644j2MRyiJDBbWXNsokIQqL56Lt8p2jLiGSadSscDcjZXD5Ogrch63k/9CndXziWmHL/7gSQKzCxLYX+6zIqjNluuhy8Ir5LnHTgkTKWyEQmfw4wZNbz88usI5LFs2TIURUGSJG688UYOHDjA+vXr+cc//sHXv/51IBHW1NDQQGZmJl6vt6f90W46oiiijctEo1G+ft7NzCsv5K7Hf44sSXxS1YheLsTZ1cU5UxdjM366RYVaK5FhD5HSuhXD2jcQUy1Uz0jlpS/q+FjfAnQgIFBuzmchOhY2H6KoasN4H/bxpfpTELL1GWdCWIwjgUCA1tahkwknmOBYiMVibK3bzU7VfmYUT6asPhn1cXS8+VQTiTNVno8wGXbtXXZSdulzvosoXU98DLUtopE4HefcSvLrvxnTvoubBRjFe5NfHNt1ssPfXzjp7EMngifJItm+N/otF0U923foGS4MymwyU1jVvx7BAWUroSHctNIKp9NaVzDktkfKYVFh+vj5MW9D0Ot576ZinkraMuI+U8z5/LqxftgEbVfafO503cr6g8fX57+v01MvxTqBG1RLKe56csB+spxEKHgOa9YbCIWguHgqF10UYPny5XR1daFWq7nxxhvJzc2loKCAjRs34nK5evrH43HWrl1Le3s7kiSRl5fHDTfcwFNPPQWA0WBgqr2IwnY7d//zewC4/bsJxs1oNAbsmiRWbNlDW9f7GDQWrpl/93H9XE4WOqOKTLOHpLr16JcvIV6Uxb6pZl6/08CO7uRrraRhoWkyC0MxzqndQXLVsvE+7BOH8yB4W8F4/HOGJhgZE8JiHJkIg5rgZBGNRtlUu5MdajUziksprU1GHfwsRA8fI5E4U5gPJ0lcuFubyJm2j9a6suEbD0A1k0gSBIQh8gUGI7naBTNG3t4nju362OC29t+WSWIocbBA70Rw9bdQVUnzCfiHP9fTTJNRtfU93li6wJY1Swbto7fa8fsXDLvtkSBKArNZe2yiIiONP1yvY5V2ZNWJR5qgrWjMvJZ8J9+qnDnmYxuI4gwzsRIL69VxjvxuczUiN2qWUeZ+DJFYv36ynEIgsID16/SEj6pTOHfuXIqKivjDH/7AWWed1SenIiMjg+bm3tm6lJSUASsMi4KISaXneuVM2t0NfLj/SS6dnsq6gzre39fEOzv/TTQmcMa0S+gKuFi5+00+f/Y3+P1b9+ENujln6lWcM3XxMX8+JxKTVSZD68ReuRzd+hUEp09iW6maf8/XUSslXCaTNDau1pezsMvF/JotaCMV43zUJ5Ga1TDlqvE+iv9aJoTFODIhLCY42YTDYTbU7mC7RsOs7DKKa23Iof9ygdEjLgR27T3xxZ0a9nyIPScPT+foC9B1dUbwn3UthpWvjLqvWFmLVlGNuAaCfwyXRVyXRHNn/6Tv6mHywGfHBv7cKyszGW62wmFPIafK0GeZIIssrxi8boQgiFjTr6DjONiH9oiKj/4x5m1EZ07m/13QQoM0MofAVF0yv/QPn6DdlnEuX267gZ2VhiHbjYYsux7bVDsbdb3WrwDpapEbdRuY4X4EMdi/srksp+L3nc26tToiQxhVHc6T0Ov7/j7UanVPgbCjUalUlKZPotSTxqM8TDwa4l9bfoU1NZOkSQvpbMnmjgsW8OraPxONupmRfzZFGTP43VvfZPakc1my6Tni8RiKEuetDU9RmF5OZtKk0X84JxB7soo0oQnb3g/Rbt2Be3YhK2fGeeVcsSf5utCYxR1SNgvb65lWtQOB0VVm/8xQs2ZCWIwjE8JiHJkQFhOMF6FQiLV1W9mm0zErZzJFNVZU4f9igRGJM4XTESYL7Nz78QndVSwahfgnKFyCMAbPmYbshRQzemGhhMOc7S/iA0PViNoHRuDCdDR+Yw4clTecZtFSLQ6+LYtKJMfb31pRq51MdfUIZitUxQhHJSO021toO1A9aJ/sqRfQWn/sicuiKDCbdcckKlovncv95TsIC/1H9wfiAtsUfjRMgnZcl8Rz1rv58aFRegwPgd2gJn9aCutNSh+np2RZ5Ab9Dua6f4MU6l81Tq1Ox+s5i7VrtERHoGl1ukQdEf9RFejC4XC//Amzycw0ayEFTjshn4dNla8RiYWIEiO95DY6W6wE6xJtJ6WX879XPw4kkrkffv1rqESZi2Z9kZV73uSGBfczLe8MfvD8DWw6+PH4CwsBHA6J1EgN1m3voN7XTMvsXN44x89/TInka5WgYpa5gIUxFQsb95JdtWZ8j/lUoWbicxhPJoKtx4lQKERTU9N4H8YE/+UEggFW123hFeM6DhS6iapG/zL5mSESpyx2GtPKzjvhu2qr3k9qVv2Y+jY0QTSndEx953T0z0MYDP8YhEWHpr/VbFrq0KPlC/QuJCXYb3ln57Rh95eTmkVqbd/8DcEu88nG5wbtk5xTRFvD2ELRjkQUBWYL6zB9NPi+hkSW2fClOXx92tYRiQqdSsdPdMU8umXpkKKiPutSzg89xI+rjo+o0Kkl5s5Kx3VmCqvNEO2unm6RRL5qOcjD0S9zuutHSEpfIaBWZxIMfp5ln5zP+vUjExUAJpMJ6D/w1t7e3jOLkZuWxSWpZ3It8zG0d/D2jt+zYt+/0KZNQRA0RCMGOlusg+5jzb4ltHua+cKC+4jGEwc2Ned0TDobRq2ZVvfYfpvHiigJZKQLzDBVsGDfQ0zd9Ct8wkc8fbmf627r4OvTtvJ+UgPn2kv5taaA5U1Ont72ITfvfJds58RAZQ+teyAwtDPayWLFihVcfvnlZGRkIAgCb7zxRp/1LS0tfOlLXyIjIwO9Xs9FF11ERUXfsLXm5mZuvvlm0tLSMBgMzJo1i3//+9992uTl5SEIQp9/DzzwwIk+vQGZmLEYJ2pra4csojLBBCcTn9/PCv8mtlqMzLZNJr/KhBT7L5zBiMSZrMyFMtix56Ph2x8DLYeWorXeRsg/unAcRYG2+TeRXvuDUe+zoCkO2SNr61NG+CZ4BI1Cer9lKuvQhfbmxPvXE1FJZnZsH76OxtzgUYnXAmx1f0wsNvCxa/QG4nwOZTQFPQbgWEWFmGznbzemsMSwbUTtp5jz+U1DHbntgydox4zpPG64m0cOHp+RdpUoMKMshX3palYeMeOkFwWuM9VxjueXaFz9vb406mxcrjNYvUrNIJFLQyJJEjabjUOHDrF161ZEUWTZsmUEg0GCwSBJtSrWr/6Y55p2c/nUXFInleMo/jzbd3RS3SoQjUVpcdXx7b9dTjQWIcmcxpmTL+PcadcC4Al08vravxCLx3juk19Tlj0XgGW7Xqc8dz6eQCf7G7bS4WnBbupvnXy8UalFMpKjpHTsxLjxLci0sG+qmcdvjLBD3QI0kKFzcKOmnIWuNuYc3Ir8abeEPdEocahdByUXD9/2BOPz+Zg+fTq33XYb11xzTZ91iqKwePFiZFnmzTffxGw28+ijj3L++eezZ88eDIbEoMzNN9+M2+3mrbfeIjk5mRdeeIHrr7+eTZs2MXNmb+7UT3/60z4FIY3G4+N2N1omhMU4MREGNcGpiMfnZZlvI1vsZuaaJ5NbZUCM/5cJjKjCZOZCmcCOPUM77RwLIZ+X5OwNhPxnjrpvlTeFNI0OITTyGgcAlso2mDeytv746IVFZax/HQmXQWSwPAmjJJDvfXmANfP7JfYeTWlmIbbKvqIsmB5l/+rBwyAcBYtpaxhbRfHDiKLAbHE9pg/HJiqU0kl8/zIf++XK4fcliNxmmcLXhknQPph9DTfXXU5T+9iKGh7N9MJupyept2K2RhC4ytzCed7foHdV9+uj0eTS0TGfVStVxyzczj33XF577TU++OADQqEQskpGllREYlH21n7Mf7ZswReOc8vFv8blTHyfv371+j7biMbCmHQ2Lpz5RV5a+XvUKi1nlV3GiyseJRjxc9Gsm5g9aRFPffAT9BoTa/YtYeXuN1FQOK34cydUVGj1EhnWAMlNmzBseJfQ5Ay2lWr49+1RaqVKBASmmPP4OlNZ2HyIkqpNJ+xYPrPUrj0lhMXFF1/cr1jjYSoqKli3bh27du1iypQpADz++OM4HA5efPFF7rjjDgDWrl3Ln//8Z+bNS9y8f/CDH/C73/2OLVu29BEWJpOJtLTxt0yeCIUaJ+rrx2eqdYIJRkKXp4uPGtbzWvIWagq8xIeIkf9MElWYHJnD9CkXnNDdNOxbjz3dOep+QV+UrkU3j36HtQ0kx0eWyOuPD/NmPwA7A0l9/pZEgUp58GvnLIO3XwgNwP79Qz8cRVFkRkdWn2WCTuLjHX8ftE/WlAW0NRzby2JCVGzA9OHg+xkKz6KZ3L64if3y8Enaqbpknoqn8M2t7wwqKiLmXH6e/BvOr7iGpuCxi4riTDOTzs1m/SQd1d0FDVUCXGVx8QfV97nc9T/oo9V9+mg0BXg9N/DRhwvYslk+ZlEBUF5ezs3X34RVZ0YlSOQkpfCVBYmXKoNjOtmOeaSYC/B7hhaJsqRmXvEFTM6aQ2Xzzu6lieO7cOYXSbfnUZ47n+KMGRi1iTBBk87ONfP/55jP4WgMZhVF6T5OD73PGeu+j635H6wq2sVX7wpxy8K9/ClzL7lJafxQX8KHHWFe3L6cO7cvoaRl33E/lv8KGkZu2XyiORwOBXDVVVf1hEOFQiEAvF5vTziUyWTC6/WyZEmvo91ZZ53Fc889x+c//3lSU1PRaDS4XK4eo4PD/OY3vyEpKYnp06eTnp6OIAhs27btpJzjkUzMWIwDiqJM5FdM8KnA1eXig671JDnszNGVkFWt65co+5klqlDKbJgC23cPXLzteOBtfRdJ9QVi0dFVfq61zKJ8tDuLxznHl8Wrpv3DNh2LsNh0lNVsdrKefUNcLvOU1f2WabUzaGwcOoZmeuZkjBV9P6863UE8noFf2K1pWXS2HpvdqigKzJI2Yvrg2bF0Zu/n5/Cj/JG97Fxgm8KP9q7FEnANuF4RRHZl3cAt1RfSGTn2x3hWkh5rmZ1N+l6nJxG40OzjsuAfsLo29+uj1RTS2jqP7dtFGIMJwUBotVqmpBRS7HbA/NO50JGE091A6qR5BAKlPP7J5bidNm5e2D92/LE7Bw5drGuv4FDLbi6fexsAX/ncT/j+89ezt34TpVmzqWzeyWnFn+NL532f3772P3xx4f9DFI9PFXaLXSZDbsG2/xO0B/bQMjObt2b7ePscL2FhB3aNlYX6QhZ5PMyv2YI+/F9kCXuiadwG8TiMsR7P8eRwONTbb7/dZ3lpaSm5ublccsklFBcX8+9//5tXX32VRx99lKVLl+Lz+TAYDLz88stMmjQJp9OJJEnodDpuuOEG7r33Xs4880xmzpzJvffey6xZs7DZbNx3333s3bt3nM52QliMC06ns0epTjDBpwGnq4P3XGtJSU9mjlxMZo1uvA/p5HASxEVXews50/bSWjd1VP3aWmKEys9Gs3PlqPrNaNfzqmn4doHY6O5RisbEQXff6yIpeXBLXZ0oUOB5qd/yttahk441Gg3lDX2LXympEqvX/WvA9iq1GtlwKcGOsb8sHhYV5g+GruI9EILJxOs35/GCZXhRoVPp+K6czVVDVNAO2Yp5kLt4ueLYQx7sRjV55SlsMClEj3B6OtcU4srIn0l297+2tNoSmpvnsHOHwPESFA57MuW6SeR4zTR3VPH+jscwpqRidMxGjl9CW8Pov7sfPH893oCbmBLjktm3cMbkSwEQBIHbz/8hr679M6+u+RNl2fOYX3Ix7297gZLMWaglDY++cc+Ya1okO1Skxeuw7nwPdX0b1dMd/G2hk2W6dqCdfEMmX5TLWNTeyPTq7YjKjlGf2wQjIOyB9gPgGJvRxfHkcDjUL37xiz7LZVnm0Ucf5ZprrmHdunUsWLCA888/n4suuoiPPvqoJxzqBz/4AZ2dnXznO9/hhhtu4I033uB3v/sdRqOxJxzqvvvuA2Dp0qU0Njby29/+lvvuu69PUcmTxYSwGAcaGxvH+xAmmGBMtHW0s5R20rJSmSMWkVZ7bPHqnwp6xIXA9t3vn5Bd1O/+mKS8fDwdo6s30Dx1MbmjFBbZdWHIH76dLzq6/I2gMRfcfZcplsHDc840+pHdfTvIcjI7dw79WJrtKENdccQopCSwrv6tQdunl15OW93Y6zgck6jIy+I3V4ts0gw/ejhcgrYiymzMvIXbDi3CN4bK7UeiV0tMKU9hc5LEGgEOC4QzjFGuiT9LWld/YaPVltHUOJNdu47PCLAoihSl5zM5lIlZkdhdvZIttVtInTQHW96NuNvM+PtHyY2Yb17xe0KRANWte3lz/ZOkWDKZU3gu0Nd6FqDFVceGAx/ywLVP8Lu3vsmi8msoy57LL/51x7A1LQQRUh0iqcFKLFvfRuhU2DvFzBOXNbBT3YokNDHDXMC342UsbDxAbtXasZ/UBKOjccspISxWrFjBQw891PP3+vXrWbx4MQBFRUUAXHbZZWzYsIEVK1agVquRJIlVq1axaNEiHnvsMebOncvzzz/P3/72N7xeL4qiEA6HWbhwYc92L7zwQj766CNEUeSnP/0pADt27OjT5mQwISzGgQlh8elk2bJlLF++vM8yg8HAt7/97UH7VFdX8/7779Pa2orJZOLMM89kzpw5PesrKytZsmQJPp+P0tJSLr/8ciQpMToXDAZ58sknueWWW7BYRm4TejJobm/hbVrIyE5nDpNw1H3GBUZUoZRZCFNg2wkQF/FYFCXyMQqXjaq2RY1TT5bNgdTZOuI+hoONMIKC06FYiJggISkjq6/g0va3mm3VCwyWuH2asr7fslj0dGJD7M5kMFJSbeuzzOPwULtm4GrVGSVzaKvLHXDdSBBExiwqQqeVc9/CWtpF35DtRpKg7U8u51uhr7C0InnUx3Ekh52e9maoWXnEDMUsg8LneYlsz7/79dFqp9BQP5M9e47P7IRBr2dqUhGFniQCvk427PknaEQsafPQJ92Fs/n4vJYkmxMOZZlJBXgCnSzZ9PceYXEkiqLw4orfcdX8u4grcerbDzIzfwFqWUtRxjQqmnb0ExaSLJKeEsfh3oNp2xIiARNbS2Re+Xwb9So3BpWeM0z53BAws6BmK5ZDJ9ZhboJBaNgCM24c76MYNBQKoKSkBLVazbp163jppZcIBAI9+Rj19fV96rl4PB66urpQqVTEYjEURaGrqwtIXMe1tbXcfvvtfO973+Mvf/kLv/71r/nzn//MPffcc3JOtJsJYTEOTAiLTy8pKSnccsstPX8LwuAP287OTl544QVmzZrFVVddRV1dHe+88w56vZ6ysjIUReG1117jrLPOYtKkSbzyyits3ry5x/nhww8/ZM6cOaecqDiSxrYm3qKJ7NxMZkcKSG48Pq40pyRRhRJmwVSBbbveO+6bb6+tIGdaLa2jeBGOhuN0nnMryW88NHzjbpSWNgqiKRxSDe/z7tcYMAW7RrTdJqmv1axOlqiW4gwULqMVBQq9R1fGFtm9285QlbbnWacgOXu3J1hUfLhp4Jd+oz0Fb9cZIzr2gRBEmC1tGpOoqLtqHv9bupXYMLVAUnXJ/MovMXeQCtqKSssn6bdzZ+UZRI7RnW16oZ2mXD2rVL1OT2V6+IL4FpM8/ZPRtdpp1NVOY99QSTKjICMljSlyHhkBIzXNO3ln7z9IzS/HkHkxziYboboTl7ulKArR2MCibe2+JRi0ZqblnYE/5AEg1u2IFotHUbo9c9VaiQx7iJTWrRh3f0TX5BTWTIrxWnkbbqGONF0K52hzWORqZ96hrcixiaTrcadx/BO4vV4v6enpXHvttT2hUC0tLdTW1pKTk8Of//xnwuEwJpOJ888/HwCHw0FnZyctLS2UlpZSWFjIxo0bycjI4LHHHmPbtm08+uijALz11lsEg0F++9vfotFo+H//7/+xfv16nnkmcd/at28fkUgEWR6drfmxMCEsTjLxeJzm5ubxPowJxogoiiP2ht60aRMWi4WLLroISIiSxsZG1q5dS1lZGX6/H7/fz9y5c1GpVBQXF9PW1gYk6pw0NjZyySWXnLBzOZ7UtTRQRwN5ednMCuVjbzp5N7GTSlShhJkI5QJbd7573DffXLEUfdKXCfpGLtBqxCKSBAFhFHVxFnRlcMg+EmFhHLGwOBTtm/eQk2pg+yDC+3RDEHVX30RrrWY27e2Dn0OyLYncqr4hTfuimwiH+8fLiJKEMeUKXK1je8QJIsxWbcb8/uhEhaDT8skXy3g8ZfgXmuEStLscc/m69zZWVFhHdQxHU5JpJlJsYb06zmFBUagVuEH+gJKuvyAcJX602hnUVJdz4MAx7RZI1KQoSZ9EaTAdbTzKlr3vsdPfSlLOaZhTv0JHW2KmcyhJEYoEaHM39Py9oeJD/rXqj3iDbjLs+aRacxAFkVvOTSR0L9/1Bnajg1RbDh6/i9fW/Zna1v0oKPx79Z+49syv9WzLE+jkPxufQVZp+PYzVzAt7wxSrTl8svM1SrNms79hK00dB/hSropJh/bRUp7K2yVe/jOnhajQxGRTHl8UC1nYUs3kqv4J7hOML0rrPohFEKTxex5t2rSJRYsW9Vn2zDPPUF1dzccff9xj5FNXV9dTALKrq4toNIrP50OWZf7yl79w/vnn09bWxm233YYgCEiSRCwW44MPPuDyyy9n+fLldHZ29oRWHcmXv/xl/vGPf5z4k+1mQlicZNrb2wkPZ9A+wSlLR0cHjzzyCCqViszMTM477zxsNtuAbevr6yko6FvAa9KkSWzdupVYLIZer8doNFJZWUlBQQG1tbVMnz6dWCzGO++8w5VXXol4CjhajIbq5jqqqaMgP49Z/lysLZ/BW0xUoTgwA8o57uIiHPCTbFhP0Hf2iPu4OyIEzliMfvXrI+4ztVUD9uHb+dQjT9LfE+prNWtOGrzvaUJ/X/6mpuIhtz9PXdqnpko0A7atHnjmKGvKRbTWjW2mLyEqtmB+/2+j65fq4PEbzHyiGzoZV6/S84CcNWiCtqI28HbKndxzaPYxWbdmJ+mxTLGzSdfr9JSlEfmiZhXlXX9ACPStU6LVzqbqUBkHD455lz2YjCbKbYUU+Ox0uupYueuvWDJykW1ziAVTaB3F7ERN237++J9v9fy9vSqRUyQg0Olto95ZSW5KSc96BYW3NjyN05MYwIvHY6hlHaGIn4qm7X22/crqxwiGfcSVGPF4nB3Vazhn2iXsrP6Q1TtfpkAn0xDx8Er5TrZktqEW25lrLuCBSDHn1O8mrap/cccJxgdFVBGyFdOoK2E3Baz0ZvKeM5l/NvuZmjl+s/4LFy5EURSWLl3K6tWre2YtDocn/exnP+Oll17C4/FQXFzMI488wlNPPcUzzzxDfX09Pp8PhyMxaKPX63G73T3OUGazmdWrV/fYyi5ZsoRHHnmEmpoaIpHEDJ3JZOoRLCeLz+BT/9RmIgzq00tmZiaLFy8mKSkJn8/HihUrePrpp7n77rsH/OF6vd5+sxtGo5F4PI7f78dkMnHdddfx3nvv8e6771JYWMjMmTNZtWoV+fn5qFQq/va3v+H3+5k3b15PiNSngUNN1RyimqKCAmZ6sjG3fcZuNbFucTEVtu46vuKicf9GMqdMxtk48nj6htzzKBqFsEiv88EIchoD8siFxWZPX4EdMskMFNYkCwIl3n/2WaZWp7N79+AiOsuRQUaNtudvQS2yfP8/B2zryC+jtW5okTIYggiz5a2Y33t6VP1i5SU8cJGTGlX1kO2mmvP5TUMtOYMkaHekn80dHTezpXLsFXOTjGpyj3J6csgiN+q3MMv9MFKwb1K+VjOXysrJHDp07LVqclIzKRNzSAlp2F+9jvcat+PIPw1D6k24O8bmJFecMaPHSvbHL96Ms6uJGxbcR0HaVFbteZtlu14nO7l3lHbh1KtYOPUqAJyeZj7Z8W+yU4p5eeUf+m37mjPuZkvlMq5Z8CUuKC7i/md+QFv1xzzyjUt4wr+HZX/aRvbiLLKmpnKTV8+ZNVvRh46D8prgmFBEmaCtmCZ9CbuUfFZ4s3ivPQlPQ//nzK4G97gKC0i8CzQ2NrJiRa8Qfeutt5g1axY5OTlce+21PPLII6xbt44zz0wUTFWr1cTjcV588UVuvfVWLBYLbreb/Px8Ojo68Hg8eL1e1Go1W7Zs4fbbb+euu+6itraWpUuXsnv3biKRCElJSbz//okxHRmMz9jT/tRnQlh8ejl6ijErK4s//vGPbN++nfnz549oG0p3uMrh3IycnBy+8pWv9Kx3Op3s2LGDO++8k2eeeYbTTz+dwsJCHn/8cXJzc0lNPXHVYE8EFY2HqOAQpZMKmd6ZhekYLD9POWIKxcEZUC6wdefg9qBjwd28FEm+kVhkZJ9XfbNAfnYJqrrh61MAqA/UwQhq//ll7fCNSOQC7PD0DVNqGKTracYwmq6WPsvCodMYKpJrXqSwz99ttiba99f2a6czmQlHzmUsNqi9ouKpUfXruHAO987cSUgYPOtcFES+bJnC3YMkaMe1Nl6y38X3Do26MkkPCacnB5uSRBq6nZ5sKpEbDHs4zf1rVC7PEa0FtJrTqKgoprq6N+diLMiyzOS0QkoCqShhDxv3vcZ+ox6dZRaibg6t9cdn1jUai9De1Uhp1pwe69hrz/wa6w+8z86atVx/9r39+iSZ0rj2zK8DidmJwwgCpDgksjoTYSgz4zsJZbkJ6uPsSwrwbFET2+7fT7ZRzf4iN+otS/pte4KTQ0JElNCoL2FXPJ8V3kzedSbjG6EF8e7GkYVynkg2bdrUU0X7MM888wzxeJxnn322x7BFEARSUlK45ppreOWVV2hvb2fZsmUsWrQIt9uNSqWiuroatVpNcXExDQ0NeDweUlJSerYryzK33HILu3fv5umnn6a6upqSkhJOJhPC4iQzISw+O6jValJTU3E6B66cbDQa8Xq9fZb5fD5EUUSn6z96pygK//nPf/jc5z6Hoig0NzdTVlaGLMvk5eVRXV39qRMWh9nXcJD9QiWTC4uY5szA2PkZERgxheLAdIRpAlt2HL+XD6+zjZzy3bTWTxtReyUO7fO/SFrdgyNr39XFrFA2WzRDF+r0yyNz+wqbslG8vS/zVr1MgzTwy+rpwrY+fwuCzPbtZgZ7uS3OKMB+qDdGWkiS+WTDAPHCgoA9ZzHOMRgICCLMkreNTlSoVGy9cSa/ytw6ZLNUXTK/8omDJmg3Z36OW5qv58ChsY3oq0SBGVNS2Jve6/RkkkQ+bzzEWV2/Qu06MpdFQKOZz/79hdTVHpugsFmslJsKyQmYaWrZx7KK10nOn4Uq6VK62o14PcNvYzS4fYn7bHHG9D7L06w51DuHn0UQAFmGGaYKLPs/xCuqWV0QRTJK/HDvZuQ929Ag8q3pdmJ/WcF6d5hfX6Jj0TMe2v0K35in5uvzPsPmFKcAiqQmYCuhQVfCzm4R8UF7Mr6GkYvTZJOGtGQ9OquGoFFFXfL4f2cLFy5k+fLlPPTQQz3OUFdffTXPPvssALfccgu//e1vSU9PJxaL8fTTT/eEzG/durXHGUqSJIxGIy6Xi3379vUsO5ybCfDNb36Te+65h3//u9fh7YILRjCKdByZEBYnkXg8TktLy/ANJ/hUEI1GaWtrIycnZ8D1WVlZHDgqA7KyspKMjIyeEYoj2bp1K3q9npKSEgKBRLhCLBZDluUea7lPM4qisKf+APvEg0wtKmZqazp696crh2RAYgpF/mkwjeMqLur3fEJyQQFd7SMLi6nyp+JQaxDDIytsN9+dwhbH0MLCpxpZ0mOXLrvP31mpRgayqJCAUt8LfZap1fNwuwe+tkVRZJb7iN+XAFs6PyQe7z87kD1lEW0No7djFUSYpd6O5d0nR97HZuWFL2bwumloUfE52xQeHCRBO2Zw8JTxbn5VObawLYDphUk05elYJSVEglYUuNbUwCLvb9C66o9oKaLRnMHePQU0NByboChIz2WykoUlLLB974dURd2YHXORTV+mvfHEvVL4QomRZ73G3Ge5WtYSVwau1K5Si2QkR0lx7kCKh1DFOngv5z3+M6USWdZwhjGfn337DF55aj2d3iCXFKq4JqmTBf+J8IUpMj9ZHiISV4gr8N2PgizIlZiW+hkZFBlnFElzhIjIY7k3kw/bk/GNcIZLFCDTric5WY9kVuPVi9RpoF5Q6L3yFQyhIIqiDOngeKLxer3s2LGjz8Cgy+XqcYZaujQx431k8WSdTkcgEMDlcvU4Q1VWVhKJRPjf//1f2traeOaZZ4jFYvh8PjZs2MCGDRt48cUXaW9v5+KLL+b1119HFEUqKytP6vlOCIuTSEdHR09CzQSfPt5//32Ki4uxWCz4fD5WrlxJKBRi+vTECNqHH36Ix+PhqqsS8b1z5sxh48aNvPfee8yaNYv6+nq2bt3KNddc02/bh3M2vvzlLwOJm0pycjLr1q1j0qRJVFVVcfbZI0/oPZWJx+PsqNvHbqmC8qISpjSnovN8ygVGt7gQpgls3jHwyPRoicdixAIfAlcyktCegDeKd+FNmN8fWX5AabMEjqHb+KWRPSKaj7aatQ880zHHGEPn6RvCVFdbMGBbgPLMEowVvS9ywYwwB1at69fOnplPe/PIZneOpFdU/HXknYry+PEVYXarB7dNSiRoZw6aoF2ddSU31S+m3jm2+i+lWWbCxWbWywmRoBYErjS3c4HvtxhcvaP3AhJq9Zns2ZNPY2OvK9Ro0Wg0THEUURRMxu9rYdPe57FkFBI3ziPYYiVYN6bNjorDgsJ3lEtZKBJEFHqvEa1eIsMaILlpE7rGrdSajTw/uR2/HKdZH0aVq+UP7nROP7QFdSwROvjd27WAFkVROP0pHxoJvr9Aw+ObvPz1Mg1Xlspk/87LCzsjE8JiDCiSBr99MvXaInbF81nmyeRDp51A/cg+S50skZ1iwGzXEjfJdGhFquU4FQJU9O6lX78UWaRIE8YZ7CBZl9Rv/cli06ZNfOMb3+iz7OOPP+bBBx/k2Wef7Yl6CIfDZGZmcu2112K32/nRj35EIBDo4wwliiK//e1vAdBqtUQiEV577TUWLVrE888/z/r165FlmcrKSkRR5LXXXmPx4sXs37//pIVETQiLk0hr68iLWE1w6tHV1cWrr76K3+/HYDCQlZXFHXfcgdVqBRKjEu4jKgnbbDZuvPFG3nvvPTZu3IjJZOLiiy+mrKys37bfffddzjjjDMzm3tG4xYsX88Ybb7BhwwbOOOMMMjP7FyD7NBOLxdhWt4ddqgNMLyqlrDEFje9TLDBiCoX+cpjGcRMXzvpD5EyvprV2BKWygTrbXKYwMmGRUu2CYd7F/eLIHhE1St8QPa9RxUAP+vnSzj5/azS57B8kLUSWZcqb0nr+FvQqPtrWXwDIWi2C+iIU/+iuHUEYvajwnT2Db555ELcQHLRNb4J2/6JoUVMmv9d+jccO5o3qWA/T1+lJQQIusXRxSeB3mF29blSCoEKWz2b3rhyam+McdoUaLSm2ZKYa8skI6qms3czK9qXYMucimW7E2XJyLTythsSL4cGmHVxIb9GzVncdJr2FonQvSbVrkVsOss+m4++zGtitbqXElMNC0YIegcJQgAe3DP7bfGpLmEOuOE9foSPS/ZFdVizjMIgk6wUOOMf2Of43oai0+G2l1GtL2B7PY1lXJh857YTqRvb7tBvVZCQb0Nk0hAwqWrRQJ8bp7DPj0Pd70IoChVqFApWbHKGejOhuHMG16MK1EAbF+2fQfe44nuXoOOwMdRhBEPqEQt144438+te/prS0lL179/LYY4/15G0edoY80hnq73//O3l5efziF7/g1VdfRavVUl5ezle/+lX27NlDWloadrudvXv3cuWVV2KxWFizZs2EsPgscmQc3ASfPq699toh1y9evLjfsry8PO68885htz3QLEZmZiZf+9rXBmj92SIajbK5bhc7ZJkZRZOZXJ+EOvApFRjd4kKYJrBpR/8qq2Ohaf+7GFJuJ+gdPla4pSVGUdl81HvWDttWOliLWpEID5F07B+h3fHeUN8QpGpNf1EhAmW+vkXxfL45/dodZlbaFLQVvfuv0ezH6+1feyOt6Era6keXnyAIMEszClEhCBy8bi7fmzR4fQpRELndPIW7d7yHKt7XylVBYH/257m55hLa2kb/Qn7Y6Wm9WSGGggBcYPZzeehP2F29MziCICOrzmbnzmxaW8cmKARBoCg9nxIlA20oxKZtS6i32pDkaURiM2mtHZ+QEpUkk2zOYF/9JtbuW0p58TQ27niZQMjDJfmp1Gn/xV3Ny3C5/Vz7+XO5ImLndw0ttKxdnthALEYgIrKtOYZagrKUvqPlrb443/0oxLxMiStKZDoDiWv4j+vDXFGiosWrkGsZv3CaUxFFpcNnK6VeW8z2WD7LPBl87LQT8g5/3xAFyLDrSU7SIVvUePQSdWpoFBV6M1EP30d6P/dMtUiRJkCe2EJW/CCp4U3YQpsRfFEGw+PdT0rK+AkLSAw8HjzCy9nlcrFt2zbsdjulpaUkJyfjcDh44oknqKio4FvfSlgsH3acPFzg7rAokSQJlSrxCn9YfBw4cIBgMEh2djaXXXYZP/rRj2hubsZut5/U+mkTwuIkMjFjMcEEgxOJRNhYt4PtajUzsyZTWmdHDn4KBUZMYZJ/KsJ0gY3b/3PMm4sEA+h0awh6F46offP0a8gZgbBQQiHODBbyia560DZ+cWQvUtu8vVaz6VYdVQN0m2lQMHh7H6yiqGXHdgMDzWzodXpKa3sLbSipEmvX/btfu8zJp9NWP7qZPEGAWdodWJaOTFQIBgPv3FzIs7bBRUWaLoVf+gTmbus/Gh62FvBz8W6eq8gY1XHCwE5PC0xhroo8icP9ce8xCjIq1Tns2J7RXWRw9IJCp9MxNaWISUE77R2VbK75J7bMWcR0l+JtH5k72InmxvO/wmOv/5S31/4fL6+MoNXLIAsc+h8zFXkxlMe6kF0+/rr1g54+GU/4ev5/vzPOzCd8ZJgEGu439dn2nW8HiSvw5OUJkWrTCeRZBJ7aGuHxTWEkEW4oH/9E4PFCkfX4bJOp1RSzI5bHMk8GHzntRLzD3yO0skh2sgGLXUfcLNOpE6hWKRwUoPeO0Pc+YJQECrVxClSd5FBLemQHjuBa1KFWGEEamSCoUatzgAw6nFoKRjbpe8I4ulDexx9/zMyZM7n11lt59tln+dKXvsQf/vAHFixYAEB2djYul6snL+PIMHqr1UowGMRisdDW1tYjPg4ePEgkEuHjjz/m448T94f09ESY6snMMZkQFieRCWExwQTDEw6HWV+3ne1aLbOyJ1NcY0MV/pSNFMYUCrxTYDrHRVw0HdhC1tQy2huGSYoAajoMZJmTELsGdis7krkdVj4Z4r28f03r/iiiii1dvQnmaQ49VQO0m6/a0+dvlWo+Pt/AMf/zkqYgd3Z/55LA6rr+NTrMKem4naeN4Ah76RUVT4ysfXYGj16rZq1296BtBkvQVgSJrVk3c2vVuXiio3vUypLAjLIUdqepWSkmPqN5xhjXxf9BRlfv9SSKGiTxHLZvT8fpHFsORVpyKlO1eaQEZXbvX85GgmhMM4kKXzxuVrFjRRAh1SGSGqzEXLuKsvwYB66dxofv7SbqieMPhFFiCt9be4BrOg7SnBSkWhr+XtHoUZj0Rw/fP1vDl2cmxIIroKASBcoe97K4VObJy7W8fJ2eW98I0OJVMKoF0oyfsvvQGFFkA17bZOo0RWyL5fFJVybLOmxEPMOfv82gJiNFj96qIWxU0aIRqFPF2dknT6z3OhWBXK1IodpHrtBEZnw/qaENmEM7EbzDX8+CoEKtzkIgk1AoCbfbSGuriubmeE+ByZSUMHMGnxw9KcyZM4ennnqKv//976xcmSjy+Oijj/ZEK8ybN4+XXnqJZ599lhUrVlBfX49KpaK4OGHucHjGoqurN8coGEyEZL766qu88sorXHLJJbz//vs88cQT/OAHP+DQoUOYzWb8fj8azdjyucbChLA4ScTjUczmTrq6IDQy05YJJvivJhgMsqZuK9sMemblTqao2oIU+RQ92OPHV1x0NixFJd9EdJjaFpFQnM5FXyLpzUeG3WZhkwJDCQth+Ad71JhJwN97TJK1/wNMAKb6+4ZBHarMGnB7NouNgqre0WS3w03Dmr192kgqFTrr5bjbR55ImxAVO0csKiKzy/jWeY00SwMPCOlVer4rZ7F4gATtYFIZD0S/yhsVwwvBo5lRlERjrp6VUkIoTNPDF4R/k+vp/fxEUYsoLGTrVgcu1+hnKERRpCRjEiWxNBR/J1v3vkljWhEB8TS8nXpwD7+NE4Uki6SnxHG4dmNo3UidXeDFvHZWldVTbsrnmjNKuS7Fx6GdtcxKl7jmXwEkJQaIPLt4ABvvHyXy1q58yU+LV+Hn52ootIu0+hSi8cT1HVcUdrfFeeAsNRdOUnHtKwGe3Bzha/PU7P2akbveDlCcJJJj+RTOoA6DojbgtSZmIrbF8vjYncGyDiuxYQw1BAEybXqSk3XIZjVeg0S9WqFJhL5ecwqHQ5lsKpEibYR8yUm2Uk16ZBvJgTWoAh4IDLCTPoho1JkIQiahcDIej4m2NpnmJoVovyio3n0CRMIR4rE4ojR+399AtSzuv/9+tm/fzrPPPktjYyP/+7//SyQSITU1lUsuuYQXX3yRDz74AJ/P1zNjsWDBAvbs2YPP5yM/P5/29nY6Ojq4+OKLqaurw+PxcOONvTlIh4XICy+8wH333XdSznVCWJwkAoEaMjKfISNTQK1ORRQziUZS8PnMdHRoaGoSBh29m2CC/2b8AT+r6jazzWxgtm0yBdVmpOinRGB0iwthusCG7W8d06Z8nU6yp+6grWHmsG1rVCWMxAPFeqgdhhjJ8w9i43kkXn1fgdBpkDj6RbdcDyZfrzjQaoqpGmhaAzhNX4oYS3y/gkXm443P9muTWXYZrXUjr04tCDBTtwvLkr+MqH3zZXO5f+p2osLA519uLuDXDTX9KmgrkprVGbfxlUNnEYiNzj2oNMtCqNjEOjkhFEp0Al9QLaG4q7e2hijqEYRz2Lolpduid3TPDKPBSLm9kOyQmYaGHWzrWofBPpuweA1tIyw4diJQayUy7CFS2rej9u7ggEPgD5MbODSri9NNBZwf0vLTWh9Jhz5JdEgBzj0cnjXsGynvHoyyvDrKoXtN2HWJayvP2ru+3a/Q5le4e64arUrgimIVe9oSuUera6Nsaozxp0tOjXCwY0FRG/HYyqhRF7EtmsdH7gxWdlqIdQ39wq1RiWSnJEKZMMl06hKuTIOFMsmCQIEWCmQvuUIDmbE9OILrMUYOwLDGmAJqdTqikEkk4sDjMdHerqapSaG7tMORZ9TbSxCwmq0kGazYJBPWmA6TT4PJpUJuEYg5g4gO/cg+qBPAnDlz2Lo1YU89c2biHn7kjAUkZuuXLl1KKBTi3nvv5aqrrmL58uU91bcLCwtRFIV33nmHpKQk3njjDb797W9zwQUXYDQamTx5MlOmTGH//v0sX74cURT56le/is1mY8WKFRw8eJDCwsIBj+94MiEsThJ+/6Hu/1MIh5uh2+Vdo4X0jMQ/WU5CkrKIxRz4fRZcLh3NzUL3iNQEE/x34/X5WO7bxBariTmWUvKrTT0voKc0cYV8bxnMENiw7c1j2lT97uU4igpxt5mGbOdyRvDPvwL92mHETHU9lrgOtziwy5GfwRO7D9Mq9055qESBSrn/y/iZcl/rJ7d7xoDbSk9OI7O6d9R5b2Q94UjfF8e0wum01g1uUXs0h0WFdcmfh2+rVrPqpnL+kDpwfYqhErS9KTO51387H1XYB+w7GDnJekxT7GzWJoRCnlbkRvUnTHb/CbH785ckA4qykC1bkvB0jV5QZDkyKFPnYPbH2LHrYzotSURjZfh80/D5hu9/ItAZVWSaPNhbNkOwgu0ahT/MOETUILNAl8n/uNWcXl2LJjq4re9IeWt/hDkZEr9dHeIfOyIYZIErSlT8bJEGnSyQohdINwq8XxnlggIVK2tj3DpdJhxT+J93gvztSh3SCPONThUUjQmPtYwaTRFbI3l81JXOig4rStfQ52HVy2SkGDDYtEeEMsXY1SeUqfc37pBFijQh8qU2spRK0sNbsQXXI/kHd047jCw7kKRsohEHHq+JDqeWxkYIBo++vnv/liQJu9mGXW/BJpqwRHRYfGr0nRKqlr7nJqhFFLNIOCmMq6WJFMekYY/pRHF0jgX0nbFoakrM81xxxRWkp6dzyy238MMf/pDc3FxWrVrFHXfcwZIlS3jggQe4/PLL8Xq9PU6RP/7xj3u2edNNN/Gzn/2Miy66qGd79957L/PmzWPVqlUTwuKzhK9HWAxOJOIkEknERctqSHEk/kmSGVnOJh5PJRCw4nbpaWkRaW+PMxJ/+wkm+Czh8Xr4xLuRLUkW5hhLya02IMZP8d9BXCHfM7lbXLwx5s0oSpyI7wMQrgJl6HNuzL+AwuGERSzGQl8Wb5oGrlzsiw9fd6f2CKvZnBQDewY4rPLAKz3/L0lGtm8fON73NKUIofu8ohmwffUHfdbrrXb8/gXDHtNhEqJi98hERUoyT91o5z399gHXp+lS+JUP5hyVoK3Iet5P/Qp3V84lpoyuQnBOeTLrTQmnpwy1yI3a9UzvehQxkBialSQT8fg5bNpox+sdnaBQqVRMTi+kKJqMz1XPvua3MSZPx6dcSLh5fB79JqtMhrYdW/MmQqFa1mZGeDXnIGlmBwslK4+0iUzdux2Bbcd1v4c646yqjaFVCbx+vZ52f5y73wnSEVD425U6BEHgX9fpuO+9IPe+myiU9+WZMr9aFea8fBU6FZz5N98pW4Fb0Zjosk6hRl3ElmgeH7vTWdlpQXEPfo8QhITRgiNZj2xR4zNINKihWVSOKG55+JoTjrJ0reu2dF3XY+k6FIlB02yiUQc+n5UO52BRGkfMesgySRY7dq0Fm2DEEtZh9sjoXSKi74jzEkAwqoglK/hFP10RJ05PPU0tFTg7ekvlnZVzKynl4ycsBrKcff3113vcJH/2s5/x0ksvMW/ePJ544gkMBgOPPvoozc3NPaKjqKiIV199tWcbd999NyqVijPOOKNn2eWXX84Pf/hDfvnLX3Lvvffi8/l6QrAOb+dEMyEsThJ+39grH8ZiXcRiu4HdSBLYkxL/RFGPWs5CUdIJBq10dRlpa5P6JC1NMMFnFXeXm4+61mNPsTFHX0J2tb7npfSUJK6Q7ymFGYuPSVx0NFSTM/0QrbVDPyTrmyXyMgpQNQ49qDGr3cybg0yA+EcgLPZHUnr+357cP9Rgsk7A4u+dARCF+QPmmRWk55FclXhhEzQiy/b+o896QRCxpl9BR/PI7FoFAWbq92B95/Fh28bLCvn+pV1Uqgb+rC60TeHBvWswB/omH7jS5nOn61bWHzQP2G8gDJqE09MGu0i9ACmyxBf025nr/i1SKJEur5LMxGIL2bjB2v3yNXJBYTFbmGqdREZQS2XlOnar9qGI5fgDV+M/CYXsjsaerCJNaMLSthFXrJWPkz28V1DLdHMei6ISrzSGyKxZfUKPIa4krod/Xq3DohUAiUcvhGv/FeBPl2jRyQJn5ajY+JXe8LoDzhj/2BFh650GFjzj45unq7moUMXUx33jWoFb0Vhw28qolovYEs3lI1cGa1zmIUWEWiWSnazHateBWcalE6lRKRwSofeK773GsjQihepuS1elgtTQ5mEtXQFUKgsqVQ6xWBp+n4WODh1NzUL3LFu/MwESRd6SzHbsajM2jJhDGsxdanRdAsKRyeIqAcGsIpIWwaN04Qq00OqqobGpgmCgb9FEQRAx2pNJnVSOWpeMIFqJhLOHPPbxRpZlXn31VW6//XbsdjuSJHH++edz8cUXD9g+EAjwwgsv8MMf/rDP8ilTpvD3v/+d+++/n+9+97tIksQ999xDamoqknRyrtkJYXGSGMmMxWiJx/0EQweAAwgiWKyJf0XFMmp1FpBBOJSEx2OgrX2wJKcJJvh00+Hu5H33OpLTkpijKSGzRnvqCoy4Qr6nBGHGYtYfg7ho2vcextQvE/AMHvcdjyu0n3kLaa/8eMht5TSGYRArxkB8eKeJHb5eq9mYpf9L/1nqyj72Uvv3p3P0i7IgCMzx5vb83WJpxLmvvk+b7KkX0Fo/wjAjAWbo92B950/DNnWfN4t75+zFL/YXUYMlaCsaM68l38m3KofPdznMkU5PK0QFi0rkVsMB5nf9GtmVqM+hUlmJhM9h3SYLAf/oBEVeWjalchaaLi97di/DZS+kKzSPYMfJHV0XBEhxSKRFqtF3bKYZN//KamP75E7OMuaxyB/nO9VtmA4NPEt2Ikg3iWSa4t2iIsHkZBEFqO+KU5TU94VLURS++p8gj3xOQ1yBrc1xri2T0csC5+RJLK+OnRRhEdda6bKWUaUuYksklw9d6awbRkRYdDKZKQYMNg0Ro4pWrUCtFGd3H7vRxHVllASKeixda0iP7CA5sAZNsB2GiGSSJCOynEM8loY/YMPVqaepabCw7e59GQzYjTbsajPWuAFLUIvJpULrEsHV21rQSyhGgWBGAG+0A6enkeb2Slpaq1COyvnSGs0YU1JJMkxFku3E4xZCASM+t45ITMTdccQxq09uQcfBWLFiBQ899BAAV111VZ9Zi9mzZ/Pee+9x33338dFHH7FixQrUajWXXnppT//q6mry83tv2N/+9rf59re/DcC//vUvrrvuOm688UbmzJnDN77xDTZt2sRf/vIXvF4vvpMU9zghLE4S/hMgLAZDUSKEQlXQbfpoNCX+FeRLqNUZCGIG4XASPq8Zp1NNU9NAMY0TTPDpor3TybuswZGRwlypmPTaUzTZMg55nhKYeRXrt/a3UR0JkVAQjXo1Ac4bsl11MB2HSo0YHTxWwXiwGc4ceJ0/OrSwUBBY77b0/N2iEzj6ZXhasHfqXqstp6Gh/71mSmYx5oOJx5GQLLN84/N91ifnFNHW0L9i/YB0z1TYhhMVksSu62fx09yB8ynKzQX8pr6abGffBO22jHP5ctsN7Kw0jOx4gBnFSTTk6FgpKRgk+JKxjgWeX6FxtQCgUtkJh85h7QZT9714ZPdjtVpNWWoh+VEbzrYDVPqXo9JNw+W/FHwnT1yLkkCaAxz+A2g826hU+Xgsux73TJGFage3usLMPliBHN8z/MZOAGdmS7yyO4I3nLCNBTjgjCMKkGXuH7729NYISXqhT6G8SAyQE/+NKcf/eRnX2nB3i4jN4Rw+dGWw3mXu89J9NIlQJh1qiwb/4VAmSaGlTysFEYH8MVi6iqIOtTqXeDyNYMCOy6WnuVnE6RxcQFjMlkQCtcqENWbAHFBj6pRROwU47IAtJmYfouYoXosXV6iNdlctjS0VeDztfbYqyWrMyWmkFc1E1iahKFYiYRM+j55IQMbrAa9n+M/X1ToS8+wTj8/nY/r06bz9dv8CqoqisHjxYmRZ5u233+5xezrsDGUwGMjOzqapqYmrr74au93OU089xV//+ld++9vf9pnduPTSSykuLuaTTz7hnXfe4cEHH+Shhx7if/7nf0hLSzuh5zghLE4C0aiHaHQc/fu6UYgRCtcBiflwnR6y9JCVLXQnUWX1capqbha643onmODTQ6uzjXdoIz0rjdlCIWl1J8+/e8TEIa+rGGHm1azb+tqYNtF8cDtZU6fQ3jD4Q8LvieJd9EXMHzwzaBulsZmcWDK1kqvfOl90aMeduCEVtzPxGNGrJaqlvnlfhToBu7+3MrSzfWq/bahUKqa3dhePE2BT+3vE471J4xq9gTifG1l45whFhWAx88pNOfzL3F9UDJagHdcl8Xfr3fzk0OThj6Ob0mwLwSIz6+Q4WhFuMLVwnvfX6Fy1AMhyMsHAAjasNxIKjVxQJFntTDEXkOwTOFCxjv1GOz5PCX73yI/tWFGpRTKSoyR37UYI7WaX1s9fsqtIsiWzED0/a/ZSvHv/8BsaA96wwsGO3tHrqs4425pj2HUCORaR734YpMGj8NxVCSOAG8tlfrYixG1vBvjJQg3tfoX/90GIL8+Q0cl9r6tWX5yfrwix+ssJ4WjTCUxOFvn9ujCfmyTxUVWU7519bPeUuM6Oy1JGlVzE5kgu73ems8llGlREyJJAdrIBW1LClcmtF6mRFaoEjqgZk7h2bCqR4h5L1yrSIttIDqwd0tJVENRo1DkoZBAM2HG79bS0yLS2xuifx6kgiiI2sxW73opNZcQa0WP2azB2Sqhae9sLmsPJ0yE6Yi46fU20OKtpaqkgesRghyCIGOxJGFLSsOZORRBtRKNmAl4Dfo+GQFAgMHwu+JAEPBHCwShq7fi99nq9XhobG1mxYkXPsrfeeotZs2aRk5PDH//4R9atW8d5553HhRdeiMvlIiUlhXA4zIsvvsgdd9xBXV1dnxmLwwXwAJYuXcp1113HV7/6VQ4ePMjBgwdZsmRJz/poNMqrr77K1772tRN6nhPC4iQQCNQP32hcUYhEWohEEuMcRzpVqVR2VKpsYtEU/AErrk4tzc3ihFPVBKc8Te3NvE0zWTkZzI4VkNJwigmMOOR2FcExiIuOuqXI2puJhAe/ldclzWMKgwsLgAWeDJ63uvotD8fDREVVPwekw/iMOT2jkDmpRjqOqu56trqmJwxKpbKxY0f/45yZMRndgcSocSAjxMFVG/usdxQspm0k350AMw17sb09zExFQQ6/uCrONvW+fqvSdSn8coAE7fqsS7ml8RoOVY1sFiwn2YCpzMZmnYJKiHO1uZML/Q9jdCX2KcsOAv6zWbdWT8KefiSFwAQmpedRLKUSd7ZSVbGadkMZTu85xF0nx59fq5fIsAawuXcSVfax3uTj0bxapliyWBiO8c/aNpJrd53w49jUGGPR33tHoO9/PwSEuHW6zLOLdTR5FWrdvcLDqBb44GY931gaZM5ffSTpBT5fJvPzc/tfV/e+G+TbZ2jIPGIm49nFOm59I8AfN4T5f2domJc58jCouC4Jl7WMQ3IRm0I5vO9KZ0unCToHbm/WqchMMWC0aYkYVbRpBGpVylGmCAqyIFCihUmyh5w+lq4Vg1q6CkJvmHQolETXAMXkjjhyVCq514FJSAgIk0eNwSUiNXe3P5w8bYgTTPbTHmmn3V1PU2sFHZ2NfbaoNZow2tNILZrTN3SpS0c0KuLupN/ncjzn3dxtAVKyh3bUO5EMVMvimWeeIR6P99SygERV7tTUVO666y7C4TDPPPMMy5Yt44477iA7O5tvfOMbvPrqq2zcuJGdO3dy0UUXodVqe2YsfD4fopi4fouLi7nrrrt44YUX2LRpU58aFycKQVFOwJzeBH1oa/uQHTvvHO/DOK70OlU5CARsuF06WltVtLUNNMIxwQTjT05qFrPDBSQ1nRqxtj2IUGs5yNotrw7fdgCyp5xDW+PsIduc1fws6n0bB11fdc08vlO8ZcB1q5vcmIMDz7hWZS1m0cHPAzB3Rhorj4o7/732/0gJLANAEi9h2bK+1TV0Wh3XBeejDgoIBhX/qXocn6/3zSJrygLaG0dQMrdHVDw2ZLPg/Gnct6Aap9g/LOIi2xR+eFSCdsyYzuOGu3mkZmRuMikmDdndTk8KAheZvVwW/D2WUGJmRC2n4fWdxeZNuhHnu+m0Osock8gOG2ls2oFHgnColC7nyOt4HAsGs4pMgwtz1048qoN8ku1mXZKTMw2ZLPS4mV+zBV14fMNMHt8Y5qE1IZo8ClMcIr+/UMvZuQOL7df2RvjzpjDbmuOEogpTHBI/PkfDhYW97T+ojPK1JUFafPGeKtzq7ore7qDC3Cd9fHiLvl/BvLg+mU7LFCpVhWwK5/B+Zzrbugb/ntIsWlKT9aitagIGFfXdoUxHk6pOWLrmiUdZuiqDDeOLqNWZiEIWoXASni4Trd3F5GIDOEir1WqSLXZsmm4HppAWk0fG4BJ789VkEcEsEtZE8CtddAZaaO2sobF5P6Fgb+y+JKsxJaWiMzv6hi516YkEx/fee9GdU5k0c/RFK483h/MsDodDHc6z2L17N1OnTmXhwoWkpaWxbNky2tvbiUajFBYWUlFRAfTPsziSw3kWDQ0NXHnllWzZsqXHjUqj0XDJJZfw2mtjG8gaKRMzFieBYLBhvA/huDOYU1XZlMNOVWmEQokp1ba2wUZEJpjg5FHbUk8t9eTn5zLLn4ut5RQRGHHIcRfCrGvGJC7q96wktbgQV6tl0DYtM68jewhhkVHnh+KB1/k1hkGFRZ3QOw0fNKk4cuQ9VyP2iAoQ2LMnhaML581JKUNdkbgvVMl7+ogKa1oWna0jSI4WYKZh39CiQhCovnou3yna0s+lV6/S8z1VJlcelaB9MPsabq67nKb24ZOfjRoVk8tT2GgXqRPgPHOIK8OPk+ROuB2p1Rl4us5k7RrtiAWFIymFKYZczJ4wByu3UqHPp6NzJtHwiU8atthlMuRW9L4dtGqqeS2tjeapcI7KynXt7fzswE5EZdsJP46R8PKuCN98N8jjl2o5M1viic0RLv6nnz1fMw5YKXtFTYwLClT88lwVVi08sy3C5S/6WX+HgZnpEnFF4YuvBQaswg3wnQ+D3DVHJis9FaeljIOqIjaGc3i/M40dHUbo6LdLZEkgK8mALUmLaFbj0ovUylAtKFT3tFLQigJTtTBJdpNDLenR3aQG16IN1cOA6U4CanUGophJOJzSW0yuUemeCTsSBb1OT5LJhl1jxqoYEgLCrULXJUG3sZJgUBE3KoT0AdrlNpzeJprbKmlt602eFgQRgy0Jg9WBo3BuT+hSsDt0KRgSCLaN+qs84XS1HWM81XFisDyLeDzx+a5bt45gMIgkScyfP581a9ZQVVXVL88iEAhQXl6Oz+fj9ttv56WXXuLiiy9GURTuvvtu4vE4RqOR888/n9dffx2TyTSoy9TxZEJYnAQ+i8JiMI50qkLo71QlkEEoZMfjMdLeLtM04VQ1wUmmqqmGKmooLMhnpicHS9spcBuMQ46rEGZdy9ot/x5VV0WJE+r6AEG4ZlDxXt1hItNoRfS6BlyvrahnsDxwv2bwarUV0eSe/z86lWWBtr7HWUarnUVra19RYTGZKaxKiKF4msT6tb2J7Cq1GtlwKcGOYV6iBZhp2I/t7f8bvIlOxwc3lfDX5P4zMtPMBfy6vpps50c9yyLmXH6jvpunKoa3p5QlgRlTHOxOlVkpKpxhjHJN7G+kud8DQK3Oxu0+g9Wr1MSHL2KOKIoUpRdQICQRaqunybmdBmUync5FvYmvJ4hkh4o0pQ45uJNafSNPpjehSzKxMCbzvcYGsndWn9gDGCOPrgtxWpbEL1b2zlgk6QX+vDHMr87vH7r2nTPVfOv9IE9vjVDhjHPPaWqKkkT+cyDKzHSppwr34xvD/GR5iGyzyI4ONe0ZC3ntkJ63W1bSWRXj0UnfR2XuP/pt0iZCmUzdoUxOnUiNFGdvn9ILCpkakVnqYMLSNV5BWngTluBmRN/ARSllObU7D9KBx2vG2a6hsVEZwLpZwWQ0kZlkwyabsCkGzP5EBWpNp5gINRIFBLNEVBfDb/RQr2qjzVVLY8t+vFW94l5jMGKyp6FNcpCdVooStxIMGPB16QcNXTqV6XIOX6X9ZGAwGNi+vbdezvr161m8eDGlpaVkZmbS0NDAeeedx86dO1m3bh3xeBxBEAbNswB4+umngUSehd1u7xEt8Xic119P3Fvb29v55z//yVe+8pUTen6nwBP1s08w2Dh8o884gzlV5edLyOoMxAmnqglOMgcbqzhIFSWTJjHdlY3ZOT6+9D0okOOahDDrWtaMUlx0NtWSM72C1tqBpx0ioTiuc2/D/tbvBt51p4vycAY71a391vll3QA9Euz0J0Kb7EY1jUeFcMwI947GNTeX9us7z1SG1CaASmB1dd/zzSi9gta6YVyXekTFHwdvkpHGY583sFzXN+5fFETuME/hf45I0FYEkV1ZN3BL9YV0RoZ/NM4sTqIuV8dKUWG2Ic53eIEsTyLEQKPOobNzPqtWyiOaqTXoDUxJnkR6UKaufie1Gi/u9nxC/hNX0EsQIdUhkhKtQojsZJ+xhZfSW5hkSWahP8hfag5gqXOdsP0fD8IxhU2NcQTgL5f1zlj8aWOYT6oHHrEKxSBFL/L9s1X8bl0YRVHwhBTsusT3ZE1KQxQOUlo2hSvPvIjfP/pHqrpm8G7FbTT9/T5Uthy0RWWozA4cZi3pKXrUFg0Bo0SjGholhSMH600STNUqFKg6yFZqyIjuICmwdlBLV1mVhKTKSRST81ro6EhUo/b7j7ZoBqvZSpbdil02YYkaMPvVmDpVyO0CtIOglVBMAmE5hMfcSZ3URLOziubmg8Ri3UUYZbk7dCkVe/4cbFiJhM34u/SEgzJeL3i9x+PbGn88zlN7xkKWZR5++GFuuOEGPvroIyRJYsaMGWzevBlFUfrkWTQ1NbF48WI2b97MbbfdxpNPPtmTZ/HJJ58ACVFx4YUX8t5772E2m4lEIpSVjdBd7xiYEBYngf+mGYvRohAjPOFUNcE4sr+hkgPCIUoLC5nekYlxuFHyE4kC2a5JnDH7OtZsfmX49kfQuPd9LBnZ+NwDC4EauZShqkCc6U5lZ8pAwmLwhOWN3VazWQ4DRw6fZKpF0vyJUXtZTmXXzr4v146kFHKqEjMhrpROGisO9KzLKJlDa13OEEdKQlQYD2D7z+CiIjpjMv97QSv1qpo+y9N1KfzKC7OPSNAO2Yr5gXIXr1QMb8M4OdtCoMjMWjnOFL3CneIbFHgSxfw0mnycztNZtVXFSLIXM1LSKdVlounsorZuH/spxNlyGicqT02SRdJT4iSFKojEd7LZ2sbzaS7m6pJY6GrjS1XbkEdQFPFUod2vEFdgWqrYZ8bCIEOFc+ApIo0Ebf44v1gZ5YAzTlNATSAm0XnOD7koUsTuhjBx5SbeWbefd1bvRtQakDQ6hJ1v4sifhLu+EveqzXj3vUvHtTdRO/8LAEgo5GpFPjeApSsDvJirVNZEMbmoA7/f1i0g+j/fRFHAbrGRbbNiFU1YozrMXjWGTglVi5BInjapiOnjBEQf7aZm2pVE5elOV3elZUHAaEvCYE1FbUshM6mYWNRCwGfA33Xqhi4dC6IkYDSrMGhi6MQAuogbS0c1MH1cj2sgZ6gNGzZQW1tLTk5OTwJ3cnIy4XCYzZs3I4oi8XicrVsTuVpHz1g8+eSTAASDQZYuXcqiRYvQ6/V4vV4++eQTDAYDoigSCAR4/vnn+fnPf47dPsKaQGNgQlicBALBU90V6lRkwqlqgpOHoijsra9gn3CQKUXFTGtNR+8eJ4GhQHZnAWfO/jyrN/9rxN2i4TAqaRVwwYDrO51R/PMuQb9hyYDrJ7eoIKX/cr9q4ByDuM5OQ2ci/klj7ys+FuiaemLCo5HT+43anyaWICgCglXm441/71lutKfg7TpjwP31IMAMYwW2//xh0CZtl8zlvmk7CAt9w0qOTtBWRJkNmbfy5UML8cWGdlbKTTFgKLOxRatQqFX4ofwBJV1PIKCg0Uyive00Vm4TGU4USJJEafokchUzXa3VtHRW4XFPIuA5fejzHiNqrUSGPYQlfAA/O1mR1EZVWpSzRQOXt9Tw7X17T8h+TwbhWOKev6slzhfKVSyrjrK9OU5MAfVRP9+oKROnaTKrO5M5ZNpBi8sJVNDiDqIrms/TnYkXTpPVAIKAo2w2XU1VBNtb8NVtxd+yGzQa4u52jGcsIFaxl8hzj/PFM2Rm5bUPaumaKCaX211Mzkpnh47mZgmXq6/wkWWZJIudHKsZq2DEEtZh7nZgEv0CyCKYRSKaCD6VmzpDC20d1TQ0HyDcnTyvMRgx2lPRGh2YcmZhyLIQDiYKxkWj0qcudGko1FoJo1FAr46iU3xoQ51oPM2onXWomg4iNdcgHKXuRYMBHvzyOB1xgoGcoT7++GMefPBBnn32WVpaEu887e299TwO5164XC6AHmeoJ554gkWLFrFq1Sp8Pl/PjIXRaOQ73/kOP/zhDwmHw4TD4R6XKEmSeOWVV7jzzhNnKDQhLE4wsViASGSAbK4Jxkw02kE0mvhMZRlSHIl/E05VExwriqKwq24/e8QKyotKmNqSmkhsPOkHAlmd+Zw5+3pWb355xN1aKneSXT6Vtvr0Adc3FV7EpEGEhaOmC/qXmRhUWAQM2T0vKR6DxJGJ2zMj7wIgCCp27rByZNJ2blo2qdUJQbI7uIZIJBGeIEoSxpQrcLUO8VgSYIapAvtbvx94vSyz8cbpPJTRtz6FQaXnu0claPuTy/lW6CssrUg+eit9SDFryJqazAaTQoZG4DuaVUx1/wExEEOrKaalZQ47dgwvKMwmM1Ps+dh9cRoaD1EtQntjKUr8+FvF6o0qMswe9JF9dEh7eT+tlWiqlnPCce6p34NjZ9Nx3+d4km8TeHlXFKsWRAFiCoRj8G/9jVQbpvJeRyoVbToOxygFC0vw7Ph5T3912En5giwa1VDnbgdFoXX3hp5LOu5sJb00j7Q0FVurvYjbPsLnUcjOlgmt/jNpDguiqEetKSUeTycQsOJ2GQYsJqfVaEky28jOtmAlkUBtdsvoukQEj9CTPB1UBfCo2qjXNNDUdpC29hpQlETokj0VncWBypJCqrWYSMiE36MnHJDxecH3aQ9dEhLXsEGvoJdC6OJetIF21K4m1G01qOoPIHYNk3QkCAh2G/EUG8EkIx6bhg6TQGbIg1Ezfpazc+bM6Zl5mDkzYU5x7rnn8tOf/hSA1NRUAM4++2xuvvlmfvrTn2KxWNi9ezeBQEK1SpLEPffcw2OPPUZ5eTkffPABarWaG2+8EaMx4UJ25pm9VU8zMjK48847+dGPfoQgCNTW1p7Qc5wQFieYifyKk8fgTlU61HJ2P6eqlhZlRAmVE/z3EY/H2V63l13SAaYVlTKlyYHWe3JqBfSgQFZnHmfOuZ7Vm0YuLtprlqI23EI42P/2XteiIjc9D1VTdb91qopaVIpIVOj7o/BJAz8mOrRZPf9fdUTidqpaJMP3HwA06rl0dvbd3txAAQCRjDg7V3/cszxrykW01g3ubDWcqBDsNv7+xVTeNm7rs/zoBG1FpeWT9Nu5s/IMIvHBxcCRTk9hjcg9us3MdD+MFAyi1ZbS1DSbXTuHvyZyUrMo0jgQ2p00NdTQ7CvE2zm0PfBYMFllMnRO5Phe6tX7eCWrkzSbkUWeLn5VswV9o2/4jXxKqfMIxBSFgGggKoSARH7FbS/VkvS5y1CJArkpepKSdIhmNdveWEKLz9XTv8vVRq1FoEgTYqEtyJN2E54OD0aTkMgvUMB5qBrJm/gtBIMCer2KhoYYdbXF7Nt3IW2tfYtDGvQGkkw2srO7HZiCiQRqrVsCb3flaW0Ev+DFKTXSJtTS2HIg4YwmCBisCdcljT4FXfoMMh0LCPoM+NxaguFPd+iSpBIwmCQM2jh6IYA24kbjbUXtakBuPoSq4SBCeOh8CMFiRnHYCSWZ8Fg1dFpEmo0x6nUBDqndVMgd+EUP0Lcs91R/M0XjKCw2bdrEokWL+iw7csaitTURjrpy5UpWrlyJIAjk5CRCQw/POgD87W9/IzMzk3Xr1iEIAuFwmNtvv71n/ezZsxFFEUEQePPNN0lOTuZHP/oRnZ2dJCX1tf0+3kwIixPMRH7F+BOPB4ZwqsoG0giHkhJOVU41TY3xCaeqCQCIxWJsrdvNTtV+ZhRPpqw+GbX/JAoMBbI6RicuAl0ukrK20N40r9+6eEzBedYtpL7y0/67CgQ4PZTPKm1dn+V+ceAZm8Zuq9lMu45KoXdUdoGuDSGU+Lu+vm/y8eSsIqwHVQhaiY93P9ez3JFfRmvdIH630C0qDg4qKpSSAh683M8++WDPsoEStLscc/m69zZWVFgH3dVhp6ddaSp2yyK3G3Yzz/0bVCEPWm0ZjQ2z2L176NkJWZaZnD6JzLCOjo5ampVOnM1ZxCK5Q/YbLfZkFalyM8T3cNB4kJeyfJTpdSxsb+SG6u2IVZ+tkZOoOYc202T2i5NYH8zmNZcA3E04mjhPeeZiVO5munYmRGS0egOx6jTaO1rwfjcxQxH75F2cLzxB+uzptO7cTSwcwRDv4qfOKzEaE79t8706fvwjD9GIgEYtEgrFEEWZ/Pxp1NdvJhSKAzKxWBS3W41RyiEnx4Q11u3A1KlC3SEg+BPJ0yF1EG/URR2NtIQO0dxSSSwWRaM3YExKQ2tMQTIkYcu/GEPAiM+jIxaR6HIxaDXuUxm1TsJoOBym5EUbciXClNrrUDUPHKZ0JILBAJk5hJJN+GxaOi0SrcY49fogVZouDsgduEU/PdU3j0AURJI1NgrUWaRKOhyKCkcsRmokRGrAQ2ZnA9iKTuDZD83ChQtZunQpv/zlL9m7dy/t7e2Ul5fzzW9+k9raWn72s5/x5JNPIssykUiErq4uNmzYAIBen8hLq66u5le/+hUA9fW9ofZnnnlmTx0Lk8mERqMhGAxyxhlnYDD0mmGUl5ef0HOcEBYnmAlhceqScKo6BBwCjnCqyut2qhLSiURS8HqNOJ2aCaeq/2Ki0SibaneyQ61mRnEppbXJqIMnKbyuW1ycNecLrNr00oi61O9dTXpJMZ0t1n7rqkOZpKjUiNFwv3WndyaxKv1oYTGwkKqMJhIyHCkGKo9YPjP6AZCwWt17RPi+JEnMaMsEoMlUh2tvIhxHZzITjpzLoKFEAswwH8T+5sCOVt5zZnLv6QfwiL2+mxk6B7/0Kj0J2orayNspX+WeQ7MHdWkSBJhRlHB62iYLfN5YyVldv0btakerLae+bjp79w79ndssNiZbczG5g7Q0t1ARyMXdNmXIPqNBECDFIZEs1hNhJzst1azMjjFPEPlcUwVf3V85/EY+JUTMuT0iYl0gm6VOB7WtWjjCX8Cs6R2NFlQyXev/hZQ3CYxG8HoJdnWi8jZj76jlf00fkhbayM/e+g/tsRhNm7f19PV6YjzxF5Fvf/tyPB4TBn0AeIRYLCGqBSFONKqglxMjvaIgEo1EUBSFWLWH852lxAxxAoIPd6SZhlgdjR0HcLtbkFQqjEmp6C2pyJokpORpOExn4vfqCfnVn7rQJUEAvUmFXtcdphTzoA04UbsbUbd2hyl5Bg//FrRayM4gkmzBZ9fh6hYNDYYQNRovFXInrZIX6B/toZE0ODQ2CuVsUkUNqYpAajSGI+TH4XeT6m0nuasRVbx68BOYVjf4upPE9u3bWblyZc/fO3fuZObMmdx6660888wzaDQampubewrbGQwGotEoKSmJe+5hV6hf/vKXPPHEE8RiMc477zxWr17dU6fi//7v/3A4HMyfP58PP/wQn693xrKkpOSEnt+EsDjBhMKf4vnK/1IGd6pKVM4VpcxupyoTnZ06mpqYcKr6LyEcDrOhdgfbNRpmZZdRXGtDDp0EgaFAZkfuyMWFouDvfA9Bug7lqKRkX1cU3zlfwPTRc/26FTYBR6VnBMSBz29XMJGbIFl7czCSZJEcX8IzPRCYw5FiYXrGZAwVEqSoWLHxn4mFgoA9ZzHOxsGL0A0qKkSR/Z+fzQ/z++ZTXGybyg/3rMbUXdTPmb6Ar3TcxJbKwSsgT86x4C80s02jcK2pgYWeX6N1NaDVTqe25mL27x+0KwAF6bnkq2xEne04G9upacshHDw+FX5FSSDNAVahBh/b2JLSSFe6yIJQiNtrtmHd+enP4YtY8mgzlrKvW0QsaU+lvlXTIyIkUSDTrmNWrh7RrMajF6mToSUWhocEUBSs5dO46Pt3U/vqS6x75QCoIBaNcbp5De3hKJO7/oJancHjjy9mzx4Fn8/AA9/5B6FQGK1WS37+RaxenUSSxU6m2YzJYMKo1dPa0YaIyCVFC1i+Zg0Aeo0Wrayh3dPJ2tqtPLriAYry8jDYUlHrkhG1SRgzL0SyGvB7tITCAqFPyauAJIsYjGJ3mJI/Eabka0PdUY/cXIXUWIEYHrBaH8gyQkoS0YIS/HY9botMm0mh0RCmRuulQt1Jg9QFtHT/68UkG0nV2ChSZXGWIOOIQ2okjCPoJdXnIrWrBat/6NwARW0kYs7FrUnBLSfTIdhpVmw0xCxUh0xU+I2c557Jia3iMDzTp0/n7LPP7jNj8dxzz2G326moqKCpqYkzzjiD/fv309XVRay7XLrZbAb6u0IBvP/++0CijsV1113H888/T01NDTU1fV3xAL7//e/zj3/844Sd34SwOMFEwp/+m/4EvYQjzRBpBhJOVWnpiX8Jp6osYrFU/H5LwqmqRcTVOSE4PouEQiHW1m1lm07HrJzJFNVYUYVPsMDoFhdnz72BlRtfHLa5u6WBnGkVtNb1H52qd8xnMv2Fhf2QE2b1XeYb5LQ2dSXyIZwGkcNZrgv0TgRXFFHUsHWLqWe5RqNhan0KiLCx7d2eCr7ZUxbR1jB48vQMy8CiQjAZefOmAp639ooKQ3cF7Su2JJLT41obL9nv4nuHBp/2z0sxoJtsY7ceFptb+ZbvtxhclWi1s6iuP4+KisF/v1qNlsmpBTiCAs7ONuqCZjqbCwZtPxpUapGM5CgGqYpOtrIp3YkuWWKhy8kDNVtRtwzyYneKoyAQteTTYiplvzCJNf4s3nU6aGjR9Lxn6tQS2SkG5ti1xI1yosCcKs4BASqBPK3AJLWP04QmMuL7+WWugbpqL95dm3nx2kSMuUqVmCGLRWO0tmTT0NDFhvU39RST+8lPftLnuILBII8//jgfffU5SoRC4jGFr3/ui/zmjSeIKwoalYotzZvxRxLJs96gH2/QjyRKxONxdrWlU5B3K12fAtcljU7CYBTQyxH0h92UupqRnXWoGg8itdYOHKYkSQjJScSKc/HZDbitMk4zNBrC1Gp8VGpcVEmdKEI70OtoJAoiSRorqWoLJVIWC44KTUr1OnF0NaMLDy4aFNlARO+gK7WILlUSHaKdFsVGQ8xKVcjEwYCRfT4DHR4Za0yNNa7GIMhodCokrURcIxKSRfyyQHPq4AMMJ4uhZizuv/9+ADZu3IiiKDgcDqxWK3v27OnJsTh6xmLu3LmsXr26xxUK4LLLLuPgwYMEg0FisRhGo5GOjg6sVmtPGNWJYkJYnGDCkRNcLnWCU4LBnapM3U5VqQmnELeB1haRtra+iX4TfDoJBAOsrtvCNqOe2fYyCqrNqKIn8HtVIMOZM2Jx0bD3A6xZOfhcfWtbNDXFmVQ8B/WBTX07VNVhimv6hBX56f+SoagNHOjSI0sCVare9bNjicJMsur0PrN4cxxTUFeI+DOCHFq9GQB7Zj7tzdMGPfYZlsqBRUVOJr+9VmKjZk/PsmnmSfy6/lBPgnZz5ue4pfl6DhwauKbHYaenzSa4yOziq8FHMbt2odXO4VD1LVRWKjDAeQOk2JMpNmWic/tpbe5kjzOXoO/YkyG1eol0WwC1dJBmaRurs33k6GBhazXX1O6BE2vkctxREIhY82k1TmafUMAafxZLnak0tah7RESSUU16uoEMq4aQUUWzBurFOJ2CgF0lUqSNMFNq4QqlivTIVpIC61AFvD2WrrKczDWLJ/H7328nEoGrr15IdXUn27btJBqNIQgCGlUmaXYrp6XM6XZgUmG4JMD/LvktxWn5HGiuwqDV8t2rvsDe4Dvs2BtEb0vhT++9wNULL+SjTeuIRmO0eILo1BYsKg3tniYmpZVT115BLB6kuvnA4B/ESeRwmJLhiDAlTaAdtbsJdWs1qvqKgcOUBAExyUYsxUawcBpdVjVOs0CzMUKtzk+l2k2lqoOo0AH09j8cmuSQTZSImZyjZOGIRkkNBUYUmqSodET1DoLWMhrkZDrFJFqx0hC1UBO2UHFYMPg12AQ1ZlGNQSUja1QImoRgCKoEPCqISRAVFJoEGNjzLPGbzouPfwLl1772NS688EIg4Qx17rnn8sgjj2C32/F4EuF9M2bM4IknnqCysrKnUnZzc2JQU5Ik0tLSepyhrFYrGo2mjyvUgw8+yIMPPsh3vvMdHnvsMTo6Et+bVqslKyvr6EM6rgiKMpIyPhOMlS1bvkina914H8YEpxiiqEOWs4B0QkEbbrdhwqnqM4DJYGS2bTL5VSak2AkUGAI0JdWxYuMLwzZ15JfR5bqo3/LidC9ZL36n3/K/f6OUd4y9SdDn2sr4w5Z3+7QJJJUxueEHTEozsnt6YubCohL5v+gNSEqQpsZbOHgw8WgxGU1c656LSiPzVuX/4fd3IWu1mNNv6yd4DjPdcoikNx/ptzw8byr3L6zvjsEGSZC4w1zGXd0J2jGDg6eMd/OrmoETwU1aFaXlKWyyiSyw+Lk89Bi24Hq0mnkcPFhKVdXAj0NBECjMyCNLMRDp8uAM6GhvTIERVNUeCoNZRbq5C0W1n1p5J7W5YaYSYWH9btJcn578PEUQiVgKaDGWsI9JrO6eiWgOJULcRAEy7XqSk/VIZjVevUidBpyCgloQKNDCJNlDjlBPZmwvjuBaDJHefJFEMblcYjEHPp+VDqeWpqZEMblYLMbPf55IzBZFkezUTIoc+Xy4fQV6Wcsl089l9cFNzCqczP1XXEuL8xA3/qG/YLUabXzr87/Epi7C43fx3eeuZWbBOWQlF7J08z9QFIXbL3iQps4a/rPhKVSSmrlF57F231KKMqZz7+WPnvDPWZJFjEYJvTaacFMKu9H6WlF31KNqPoTUVDlgmJJgs6Kk2AgmmRK2q2aBZkOUOl2AQ9ouKlTthI6q+XI4NClVZcAhyKTGwREJkxr0kerr7A5NGjgiQ5HUxPQOgloHHvVhwWCjMWqhJmKhMmBkr09PR8yAzajGZJDR6WRknQo0IlG1RFCGLgk6RegU4ijC8bmfzrMYeGvW+CVvAyxbtqyfMxTArbfeyre+9S2mTZuGSqUi2u0iU1BQQF1dHQ6Ho0+y9ve+9z2ee+45XC4XPp+P1atXc8YZfesAtbe309HRwfr167nlllswGAx4PB6E4/R5DsTEjMUJJhI5xedFJxgX4vEAoVAFUDGAU1VCcIRDSXi8RtrbZZqbFCKfnoK4/7V4fF6W+TayxW5mrnkyuVUGxCEsTceMAunObBbMvXFYcdFatYfsaeW01WX2WV7daSHDaEH0uvssn+008c4R0QJ+pf8In7vbataWrO9ZtkDvQnIH0WgKe0QFwDxzGVK7wCH9Lvz+LgDSiq6krX50oqLhynl8u2wrse6ZhAydg19548zqTtCuzrqSm+oXU+/U9Ot7pNOTaA7zq8hfSXEvQ6M5nQM1t1BbM/AMhV6nZ7IjD5tfwens4lBnCn73sVWstdhlHAYnYdVuavT7WZ8V4/RAF1+s2Yphl2f4DYwziiASsU6i2VDKXgpY7c/mXWcKrc0yADpZIitFT1aRjgyTTIdOoFqlUCGARy1SpA5RLrVysXKQtPBWbMGNSP6EtWhihjeHGHkEojPp7NDS1CTidisIgoDFZCHJYMWmMpFr1mNRaVA74eckhIVGpaamqY6apu4EXTHOpQsmsb52E6v2buGWK79C1HgO9y3O4Hdv/L8+5+XydvLwSz/gFzf/C6PWilmfRLo9j/e2PE80FkarNlCcMYO31ieqHKtVGtbtexcBgSx74XH5bDX6bjclOZIo+hbsQONpRm6vQ+4OUzoawWRESUkinGrCVVpOp1mkxRhLOChpuzig6sAjejlc/vvI0CSHpGOq4uC8eAqp4SCpAQ8Or5PUQUKTFFEmZnAQ0qbgtc5iX1ISbdhojFmpCZupDJrY7zPQETdiVdQYRTVaWYWkVaFoRCLd4UhdkoJTUPCKg0WOHf1bHNs9VC8KJMkCdimGTQpjFQMUyE3A+AqLhQsX9iRmC4LAAw880BOeFIlEyM3NZd68eTz00EOoVCr+8Y9/8N3vfreP3SzAL3/5SyZPnsyXvvQlioqK+okKSFTwTk5ORpIkjEYjXq+XdevWMX/+/BN2fhPC4gQTniiON8EoSDhVVQFVQMLcxGiEvDwRtToDUcwkEk7C6zXhdKq7narG95gn6E+Xp4uPPOuxpViZYyglu1p//AVGt7g4Z94XWb7hn0M2bTu0FLXpVsJBuWdZOBjDvfBWbG//sU/bvIYoHOGK6o/3HckEaBITGd5Rc+/25sRXAODxzOxZlmxLIrfaQDxdZMOaNwHInHw6bfV9Rc5hplurSHqjr6gQtFqWfbGMPzm29Cw7MkE7asrid9q7+dPBvH7bEwSYUZxMbbaWsCXK9+LPkNG1BI1mPvuqbqa+bmBBkZacSqE+BXVXiOaGMPVNacRjA5QlHyHJDhU2fQs+cQe11hpaU6Is6Gzm4rptSM7+n++pgiKIhK2F3SIiPzET0e6grSnxvdsNajJSDOSWaUgzqGjRQp0YJyiJFGoVCmQXs6kjI7oLR2At2lADhEgUk5NziCvpBKKX4OzU09ws0tGhIIoidosNu96KTTSSq9djjqsxemWkuEQ4FMYXcNPpr2Ofs4oDtb0hcYGjah/4Q2HqmucTjbxNPB7pKRxp1Az8XUZjidEbQRC47fwf8Mf/fKsnHygej/G3D3/K5Oy5BMI+3P4OQEEQRGYXnTvsZymI3UXfesKUutD4D7spVSXClLyuvn10OkhNIpxkxjM9BZc5jVZTwna1WuOhQt2JU/QDidkttajGobWTKptwiBqmKcmcH7XhCPlJDbhJ9QwcmqQIEnF9CiGdA686j9rU2bRjpylmoTZqpjJgpiJgpANzTziSWqtC1EjENRJhtYBPEnBLCk5RISj0Me86ck8MFmI4ElQC2FQiSSoFmxTBKoawCF4sdGFWOjDG2zDGmtDHGtCFa5Fjbjjq5yVJRuDiMR/DiUaWZV599VVuv/128vLykCSpRwQcLp53JE8++SSiKA5ZSbuxsZGLLrqISy+9lJdffplQ6MTmaE0IixOIoigTMxYTHCfihMP1QGIa9EinKllORZKyiEaS8fktdHZoesIEJhhfOt0uPnCvI8lhZ46uhKxqHcIxhs/0QYG09izOmXcTyzc8P2izoLeLpOxNOJv7jlLVaKdgO6qt6VALHDHw5Y/3fwhVxROOR806EYhjlATyvS8jiXq2b9P2tDtNXYooiiw/9AoA5pR03M7TBjzG6dZqkt54uM8yITWFv9xg4SPdDiCRoP19VQaXb1mCgsC+7Ou5ueYS2trkftsry7HgKzThtyh8TfgXeZ5XUGvOZG/lzTQ0xDn6BUeSJIrS80iPaQl4/DQ1aehyjm12QhAh1SFi1DXiErfQ6GjDbwpxTtMBrmqsHMhJc9xRBImwrZAmfSl7KGCVL5P3nP+fvfOOk6us9//7tOl1e082vUNCEiB0pSkCUUQUFAsqeBVF7PK7crl6QVAp1wqKyFWKoqAISBMINYT0hJCe7WV2Z3dmp8+c8vvjzM7uspu+JQnn/XrNa+ac85znPGd2dub5PN9WSrhdQRSgqshFSbGTydU2il0SLTaDdhFku8g0W4ppYivn6tupyLyFP7MOMaEhinZsSh2GUUUqt4Te6Fl0dpgxZrKsUOwvosjpJyh4mKQ48blteHI2DAMy6SR92TDh2B62d+0kpcbNrEuuUkQpiKb5ScunIjiPBx7HobhJ5wZSasqSDVXL8tz6h6krnU44NpCFqDxQO+J7kFUHPutl/moMQ0cSZUBA1VS2t23gqnNuZP3ugcBbWVRQJAVZEc2ib3YVJykcagRHPIQt3ILSuQexdeeQFM+CzQZlJeRK/CSrnERnz6DLa9DqztDgiLND6aFDigMdQEfeNSlAueyhTFA4Xi/i3Jwn75oUoayvg+C7XJMMQUR3lZB1lJGwlRDxTmOPt4h2PUBzzs/ujIfdaQ9hArjtdlx20x1JcEhoNpG0IhCXISJCj6Cj7tV95tAFg08SKVIwrQpiBr+YxE8cH7149TBuvRO32oYr14hDa0PIGjA8U/YBo2lxdD2LKO49E91YE4/H2blzwN20s7OT9evXU1RURF1dHbt37+bOO+8kGAyyYcMGfvCDHxAMBlm6dGhtop07d/Lqq68iiiJXXnnlkGOrVq1i1apVzJgxg2uuuYZp06bR2trK1KlTx9RaAZawGFNUtQ9jBDcCC4vRJJfrJJczfzTt9sGZqoLIch2aVkoyGSDS66CzUxpWCdli7AlHengm8gZllSWcoMygunFkN6BDwoCK7mrOWPopVqzaewrB1nfeoGr2THo6BibLPd0qqcXn41w9EENhNLdRoQXykxpIasN/xbekS3DbJZokDRA41R1HiiYR5bMLFrTasmoqGx30VvTQsWMnkizjDFxItHt4wT1TVPxkyD59/gy+e34PDXIDMDhA+wWygSn8UPwSf9wx3PIxuczM9JQMwuXyE0yP/R825VTe3vFJ2tt1YOjn3+vxMrO4Bn9SoCuUYWtHADV78MHYkiJSWaajOJvoEdfSXBllshjjnKYNFO3p3n8H44ghSGSC0/Miop5XEjU8011Kb5uMQxGpKXETKHIwebINX96VKSSL+B0qNXIvi40GqtSNlKZeR0n3IGT6i41WkclUE43MIBSS6ezUsdkcFPuKKLb7CeJmsuDA67bjNhRUQyWR6COS6qQt0sjG3mYUjwd7phTZVoRuBMjmppIW56MJIxeMc9tlREEsiAq33Uc6lyw4z2xoeI2bP/WXYe/BN5f/gv978ceksgliqV5EQaLIO7Ai3O+qIokKuq6jGRm8jiJKS9L0JkK4bHYUQWReUSnG2p9yujLITUWWzbSrJQFSRS56jvfQfdpx+bSrCXbZIjRJEQwhhCh0U2wPUGbz5wu6SSzSfXwgazNdkxI9lEU7cA1yTTIQMJzFZFxlJG2lRJVZ7Cg+mfZgv2Dw0pTzERYC2J0OnC4Z2SGDXSJnF0jLIn2SQa9kEMHYR/zCYLFwYAsiNkGgSBEoknWKpBwBIY1fiOMjitfowauHcGvtuNQWXLkmJDXZXyh9VBAEGVnyI0p+BMEDhhtdd6GqTnI5G5mMQjKZwuOZOGHx7urb9913H/fddx+f/vSn+cMf/kB7ezvXX389nZ2dVFZW8qEPfYhf//rXXHzxxUP6+f3vf4/NZuOCCy4o1Ljox+l08tBDD7FypRnjaxgG559/Pg8//DB2+3B30dHEEhZjSM5yg7KYQFS1F1U1LWZ7y1SVTgWJRp10dkpWpqpxINTTzb/opqKmnMXidCqaRukL3oCKrqr9iotE+BlE6TL0QbUt2md8gCmrhwZnnxWv4SH/VgCS2nBfu7XxIHXlHsL5CclS4zUAduyoon8ysiQ3FSGo8MJbfwCges6HCDUPT/W4YARR0XvuCXxt0dukBXVIgLZkGKyt/Qyf3vM+YurQn68yn52qeSWESgQusb3InNhvsCmnsnnr5XR2GrxbUNSUVTHJFkCK63TssdEY8u/1fdsbNodERWkWnLuJKOtpqoxzXKqL9zeuw77tyPBRNESZTGA67e6ZvG1M4ZVEDU93lxBtkwm6bVSVunCV26mbKmO3C7TJBimHQJUtwWShiWptG2WZN/Fl30aIS9jsNQhUkcmU0Nd3Hs1dNjo6dBx2F8XeIoI2H0WGm8mqA5/bhkOUSesp4rFewvEGdvQ0ktRiOHylKJliBDFILusnlTuZrHAG2QQMquW1X2RJobKontbw0OKAaj77Tzw1stdAc/cOsmqGrGr+nXRDw2FXmFyl4lT7iHWZ7qiqmip8cryZPl763RfN9mqWuAGru1pRp1dTddUympwpdtki7FZ60AhjE2OUOYooUzyUiw7KDZElqosLMlCeEiiPhYe5JumOINl+wSBX0+2YxyZbkBbVT0PWS6vmJ0QQxenIp1MdiF9I5AOew6Kx1zTR+asMer3v73wBMzGD6X6kEZQy+IWk6X5EL169G7fWgVttxaU2Y9c6IYP5OEwEQUaSfEiSH0HwYuRFgqY6yKkOshmZdFommZRIJCAWM0gOL8Y9BFmWOXFJBs8EZp1dvHgx69aZqbIXLlzI7bffzllnnUVRkbnoU1lZyR//+Efq6urYtGkTX/va1/jwhz/MueeeO6Sfz33uc/z4xz8uZI0aTHFxMaFQiDPPPJP/+7//Q5KGL+iMFZawGEOyWSvVrMWRh6bF0LQtwBZECYJF5mPOXCc2pRaDCjNTVZ+b7i6Fjg7dylQ1ynR0d/IEnVTVVrKYqZQ1j47AqOiq4swTP8VLb44sLqKhduoWbCXUPKewr6lTYVJZ3ZDA0AVdLh7Kz7OT6tAJsiHZ2dDnYlG9aXVxigJTYg/jcMyhuckUFTOqp1K0S2GT/VVUNUvFtOMINQ+v8XBcsJHixwaJCllm/ccXcnOt+aM7OEA7XTyHb6pf5O87hhae68/01FIucZpzJcf3/QKbdjIbt1yeF8sDq66KojC9YhJlqp2+aI6Gdj/Z1HA3qn3h8siUFSfIOncQs2+ioyzJyT2NzG3djBCeWPdDQ1RIB2fQ7prJZqOeV+LVPN1dQrxdpiropLTYhVJto2q6hGGDrENAseeokbqpGZLSNYFNq0IUa8hmSojFFtDQfQId7eB0eCl2ByhSfBTrburTNrxuO5IEqVycaLyb7uguWpKdGIqCzVWCqBShqT7SySkk03MwDIH0KBpxjq8/vSAszpz/Ybqibaze9QKGAbqh88/V9xLPhPnGR7+DkxRPvPYQLS1ruHDSJOaL8O3NZtrl5s5dZP72Leon15BzmOLb6bCRzJhVtru9AvdnoiBAWjeQXBKZlMaaXa2cJUVYWurmwrST8oR7mGuSYfeTdZWTspcQlUsIC/Ws8wRpdvhpzPpoN4J0CUFwOLA7ZESHhGaXyPa7I0nQIxjsvR7ngX/2HKJAsWxaFYJSloCQGmRVCOPRQmasgtqEU21GzGXhMJOHDIgEX14keDB0F6rmIJezk80oeZEgkkgIeZFgsDfhI0kSTocTp80sVuiT7ZQV2bAXK9hRsOsydk3GlpOwZ0WUtIAtLSKlBfzJsV2x3x/vtlj0164YbLG47rrr6OjoQBAEBEFgxowZ7Nixg+nTzcDzhoaGwuv+2hX9/OUvfyGRSLBz50527tw5LL3sWCeDtdLNjiFdXc+ycdOXJnoYFhaHhSAMylSVLSYWszJVjTa15dWckJtCyT4qUB8MnaXtvLRqeAE8AEmWCdZ9nnjvQEanecXtlP3tR4XtzEnz+dRZ7xS21za2o+jmHzsbmMaMjv9m/uk1vOU0ONuX4rPRT5JKfpzVqxVEUeRjjtOxOQQee+0nuAJFyK4rhk3gFwQbKXnstsK2EAzw8BXV/M1rlrnuD9D25FK8VvVZvrD7VFLawKqbIgkcP6+M1mqFD3k2sLTvTmzSUjasryT8rgl+wOdnWrASb1Kmvdugu70I4SCsc96AQnFRlKRjC2nXdhR/H6e3vUNV78QVlzBFxEzaXDPZrNfzcryap8MlqCjUlrrxFznBq9DrFGmzGVQ4YarSxyShhSp1C2WZlbhzu/MxWnXkciXEYz66u210dko4bT6K3QECspdAzoUva8ejKxiCSlyP0ptoJxxvJ6HFUJwBJFsxhu4nm/GRiDpRc+O3Qtrc8za3PvJVBAQMDASgxl9Mc9Rc3Fvu89Gay/F/8+ZjlBVxd3srf965m1AsiYGBkZ+/Oisd+E70M+eymXgTdh6/6jlzXmuYiQAcNhHBAEPTSeWDgv12gXjO4Nr3T+brH1tGj1BEpxGgRfPTnPPTKRQREoKoNqcZv2AfFL8gQa9k0CMaaIdhLRaBoCJSJBsUSSpBMY1fSOCnD6/Ri8foxpO3KjhzTdj0w1v0FJCQ5AFLQsHdSHMOEQmpVL8lARKJkS3ioiiaAiFfzdwh23FINuzYcKBgN2RsqoxdFbFlJJSMiC0tHFZB0uJPzcY5d++FOceDf/3rX7z22mssWrSISy65hMcee4zly5cD5sR/2bJlKIrCz372M3w+H7fffjtPP/00W7Zswe12o2kaXV1Dy7nfc8893HbbbXR0dBTqWdx4440EAgFaWlq49957iUQiY35vlsViDMlagdsWxwD7z1RVRS5bQjzupafHTlubYWWqOkiaO1tpppXJk2tZlKmnqP3gVtHfTXlXJWedeCUvvjlcXGiqiqC9iMEHC5PrBrWWUklG0Ez3EefOVhiUZj1pd+FPmWlp+5zm6le/F9eJxpvIsp8NG8wxz6+ehbfZxtO7fo8giAQqL6KnY9+igmmTuWl5js3KNjyKm+9LlVy49inipQv5fPIq/r1jIC6kP9NT72QHc/zb+WLsDmzx41m/YXk+fmhAVEyqqKVa9mJEoXWLl8aYOegDmZIUlch4g2FStk2k/Q1ISjcfaFyHp6evP4fCuGFINtKBGbTmLREvx2p4JlyM0uugSnbjDtjJVir450HGCUF7lslSiBpjJxXZtRSl38Ke8yHpNai5cuIJHz3hU9neeQYuW4Cg08zAVKI6qc/ZcTllckKKvliYnlgj7dleGkQdxVGMIATJZb2k4pNJJ/L1QvrG7t4FEdz9Rd/ENA6tD0cyjC3SitLZgNy2g3UhsySagcEPTlzEzGlV/HnHLppXmRPo4G0n0WXr4QpZpcyhUqZM5aKuSWx5fDtzJge45xerEAUIJlW+nYnxtXfWo4pObEDQpaDIEp3RNFkVZEkGRQQtjezykHP70bpaeaC9lD3l3yKlCPTJAr2CTkTcx43tJ37BLfVbFTQCYr9VIYaPCF69G48ewq214co141BbELPaIQU1D4gEH4LgGyQS8paErM0UCQVLwsgiQRRFHHaHKRBsdhyS+QgoCvYiBXtAxqbL2HMStmxeJKQElLQA+3FfGm301MTHvn7gAx8YZmnoZ8eOHaxcuZLNmzczd+5cAH71q19RVlbGQw89xOc///lCkbzBPPbYY1x22WUFUQEDVeb/8Ic/jM2NjIAlLMYQNRfdfyMLi6OW4Zmqql1QXdOfqaoaVS0jmfDS0+OwMlUdAA0dzTTQzJT6ySxKTiLQeehf0WWhSs468dO8+Ob9w451NW6jbsECQs1mdpx4VCV++mV4XzTT1urdPczOVfCOYvqrpOyegrDolKso8dppEQ3sgsC0+EMgLCOXA5vNxvy2cto8DUQiHdTNP49Qy9DMSguCTUNERfLU4/jaKbuIimmO803lx827qI6t5Jmar/Efu5agGQOzszmTAqjTPcwsauTMxB04Y3NZt+58IpGBoGy73c708jqKc056unV2tgYw9H3O8ABTsJSUSzgCnWSVDWSDLZRlW1nUtA45PH4TEUOykwrOpNU5k036ZFbEq3k+XII/6abU6cIesBGvlvA4IOAyqJMj1Am7qFI3U5p6HY+eRs7VoqUrSCT89ITread7FnYpQNBhZmAqzTmo12047CIpPUYk3Ek0vYMGNYaguBDlIjTNRyblJREpxRjNTGbvQraJeLwSLpuKS0jiyEawx/uLvu1Cbt2FqMhQWkyuxEeiyEnEL9M1Rad1XoYGRxFvNcXgZrO/B+1ddP7rHeKRVOEa3zb6uPuPOwiHk9x/aZFZ7dlRypPTKvjFc+aCia5DZ8zgjTnfZXXNKfSkshh8gIyvgp5OM52rpunoNglp7vGw+g1UwUANm6KmJxtnpQf2liFJFqBI7rcq5AjkrQo+oviM3oFUqWozrlwTsho7hKBmEVn2F9yNMDxmTIKWD1weJhIMEomh7kaCIOB0OHHY7TgUB07Fjl204RdslCmmQLD7ZGyqhD0r5V2MBJSkOO4C4VA5EoTFvuhPB+twDGTYkyQJm83Gq6++yuc///lh56xZs4b169fzy1/+ctzGuTcsYTGGaFpq/40sLI5BBmeqsg3LVFWLppWRSvqJRFx0dgr09FiCYzC72xvYTQMzpkzh+Fgtvq5D+6ouC1XwvhM/zQsjiIvOXf/CEfgMmaTpftVacQqzGKiHcWpfJe8Um8IiaRtwm2o0yqgqc9MCnOxJY+sLs3VHGaCzqHwOjqiNl1c9REnddLpa5wy+JAuKmil59FZzQxDYfckSvjdtLaIocY1vPldvfIZ42VIuk77Pqp2+wnn1ZR68cwJMK+vg/cn/wd03jbVrz6SvbyAouzhYRL23DEfcTtsOhc5Brl57Q5QEyitA9Lei2zagBVqY07uTaZ3boWu/px82poiYRYtzBpv0el6KVfNytIQS1UtAcYJPIVonUuaGSkeKyWIn1fp2yjNvUazuwqbVoGfLSSSD9PY4aeq9CIUARXYfAcNDqWZnsiYjCzrxbC+Rvi5iagthLYNkK8Iw/GTTXhJ9tajZyWNyjw63jNsFbiWLU49jzxd9s3U1IrfuROrrMjMolfpJFrmI+hVaSw3aJmdpdKjssvlJuyXKbC7KRIVyAcq1LGXZNDPSMcriPfQlQxyfv97Ol5uRRAGf0040YU7QHo5ezAPbW4nFBJKT/mnGL9hEHv3ywiFj1TSNR+77OaWPXIhhGIjFJST6epBqJ6M17QHDwBBEtI58VfR0GkGSMHQdv2Rwib8HPzG8+VSpHr0Tl9qGK9d0CKlSReTB7kZ40HUnmmq6G2WyNjJpKR+4LBCPQyKRd+vCFAgOu8O0Itj6XYzs2AUFDwq1soLNJ2F3ydiyYt7FSERJg5A6tpN46Okjt3YMwKxZs5g0aRLf+973uPvuu3G73dx+++10dHTQ3t4+4jn33nsvs2fPHrFI3nhjCYsxRNMtYWFhMZjBmapkBUpKzYeZqaoGXa8gnQoQjbroDEl0hd7bmaq2t+1mO7uZNXUax/XW4O05eL/10lAF7zvpM7yw8g9D9mcScYpr3yKTPAWAtg6DqVOPR9m1HoA5nTLks64mlIGVs3eypdjLTJeiE4XVOBzH096u43a5mdVcxJuJJ7A7XeicO2Sl2xQVPwZAcLt56pPTuK9oLVXOMn4c0zj+nVd4tPJ6vrHr+MI55T4HNfOLqawKc17mv3FHa1i75sS85cusxlxfWUul6CcdFmjZ6UXbj2+/bBMpr9TRfQ3IynpEbwsntW6ipCdklgwYIwzZQTI4ixbHTDbok1nRV83qZBnFohe3y0HOI5OYKjDZrVKrRKg1NlGlbqQ8sw636ENPV5BKFRHpdRKNLiWunUdQ8REwXJTqNiblJNCy9GW6ifX1EMk1ERYUDCGAlvORjLlJJw6vavi7EUUBl1cquCk5tT7sie6Cm5LSsQvRpaCVBEgVu+kL2Gj3QntZlqa5SRqdkHSXUWrz5rMmCZSpacqzSeYk+8yCbt1hREeQtMMgblPolfx0EaTDCLBGKibkLmJbbQb4pDkmxYZu6CQVN/2piX6yYTsZmx1dSvBqzb7dDEUB5rogKKlEb/gGz1//PQS1BVEUECWR4iKJeQt0/t0CaBrkC0jW2vbwkcjw7Dz5XvOWhHwKVPKWhIJIUMhklHe5Gw2IBIfdgdPhGLAgSDYcgoIbG0WGjF2QsTklbLKEPSMip0wrwrEuEA4VI3NkC4vBRfKKioqQJImzzz57r65TqVSKBx98kP/8z/8c55GOjCUsxhDLYmFhcWCYmareAd4ZmqlqjiOfqaqSTDpIX5+bri6Zjg7jPZWpamvrTrYJu5gzbTrzw1V4eg9OYJR2lo8oLtq2vknVnFn0tBeDAaEll1GdFxbljTHIGxySykAWlfXxIH1TJBQBZsYfINRjVh1eUjSHjCNNwzsbqJ13BV2tA+fML2oZEBXVldzxMQevO97mg8F5/L8tr5EuOoGL9J+xaZcbGMj0VDwpxvm52/FFi1mzZkHebcPA6XAyrawGf9pLZxNs79537kiHS6K4IoPh3YViW4/P1sTSpnU4cmPzHW3IThLBWbQ4ZrBBMy0R72hV+O1ubD47aY+E4NGZ7UpSJ7RTrW2lIreOEiOJkaskFSsiGnWTik2mM3s8QdmHX3dSYijUZgVyuQQxNUpM7aIrlyQk+tA0P5mkh0RfBYZeNSr30e+m5LapOEniyEWwx0LYeltQOnahpHvRi72kizz0BWyEfQIdlTmapiTpdGWJe4ooVpyUCTbKdSjLJahIJ1iQjFAaDxNIimQSpcRtPiKSm26ChMQiGsUiVtmKaC8poqvch2GXydlEUjL0SQI9kkFUGLByau6BOs+GLGPksgNeRLKC/M5GJNEgJxhc6u/GRwyf0ct3R7hnv9HD9xOXmH0tMFhXLFFaJrBnt4Eo6mTica76VDX/fgrsdhFJEkkmVUpLJ6HrF5LNKqTTAyIhHod43BQJdrsdp91hZjKS8wJBtGFHochQzBgEVcKmSNicIrZ8DIKQFsDyrB41jnRhAXDCCSewfv16otEo2WyW0tJSTjzxRBYvXjys7V//+leSyeSwInkThSUsxhDdEhYWFoeFrqdJZ3YAO0AAn998TJuuYLNVm/n0s0XEYl7C3Qrtx3CmKsMweLtlO++IO5k3fQbzQpW4ovuPHeintLOc95/0Wf698r4h+2Ohp5Hkj6OpEg3RIJVOD2IqjrKjGekDAhoGSdkUCYYgsabPh2qDpe4snrTO6k0yRf4gU0NBHt/+C2rmnk5X60ChsflFLZQ+egsA6qI5fOPsdmKOJDdL07jgnVXcH/wqN+2eDYBNFjl+bin+KWnOM35LMOpkzZqp+bSTBmXFpdS5SxF77bRudNKR3vtPmNsn4y9PIHm2YbOtp1rbxbyWTQiHWCF4b5giYjbNeRHxSqKanUINHo8bwaegeQSc3iwLbb3UGuupzG2mUm9FNgJkIkX09XnJJIpIpi+mT/DixUGxJlKV1Unn4sS1JH25djp00I0AuYyXZNRJLus97LE73DIeN7jkQW5Kfe0o3Y0osU4kOUem2EMsaKfHJ9LgV2mtTBP26MTd4LdVUIZEhWZQlo1Rk46xMB6hNJtF1rwkMiVEZB/dFNEtFdMtBXlDKqbNF6QzEEC1S2QVkYQsEJUNugWD9H7SqTpEKJYF6mSDIilLQEzhcSW5XRDAMJC1LDlVxYiYqV79bg1v90ZkBSKGxvLI1QC88EJ8xKuEwxpXXdXLb3/7ObJZhQ9duIb/u/85DANkWeKCC5Zz92+6gXcQBBvJpJmpoqNFQW08BachE9DNTEa2nIhdl1AEASUjIO795izGET1zZMdYDMbvN/N+79ixg9WrV/PDH/5wWJt7772Xiy66aFiRvInCEhZjiOUKZWExNpiZqhqABmAgU9WkySI2WyWiWG1mqkp46QkfW5mqdF1nY/NW3pZ2MH/6TOZ2lOOMHZjAKOks4/0nfY5/r/x9YV+su5O6+VsItcwnk9KIvu/TBJ/8JUYiwdL0ZN5wtJCUTfcRzVtFkeZhp2BwsrgeVT0JXYcTnbPZndyIw++jNzTgtz6/uJXSv5miovOCJXx9/gbm+uv5ffMucDk5O3Mbu/c4EARYOLOE4uka71ceprjPYM3qctJp091mWnUdZRQRaRdpfNu91/vzFyu4ynpxON/GZt/ArOjb1LSPXkpYQ3ETD86m2T6d9dpkVmXq2CXV4Ai6MLwydm8OjzvJqWIbVdpWqrRGvJpGNllCIuQjmyhGT55MRvCgoBBUBUrTKmk9TUxL0pdpI244UQuuS8UU/NEOEtNNScbt1Ew3JbUPe7IbW6QNJdaBlOtB80jEVQe9PpFGj0ZHSZaYF2IeA7fioswQKFc1yrIRJiVjLMypBDXIpoNEc8WExSLCcjFdUjHbpSJecgZpdwfIKgppRSAhC0Qkg7BgkNvLnFrCIKgIFMlwnKQNSZXqM3rxGF24tQ5caivuXCOK1gsawwqw/WOqwq6dWXJZFUkSqK310tmZoq8vh8vlZebMWto7+uhov5JEAv788H0jjkeWZU6Zfw5iwxl4VYnH//prZlRNo8xTxJo9m6hq9/Dm5tcByGayKJJMtbec3bt2Ib8WZUbZ1EP6e1mMH0Z24s3d8XicnTt3Frb37NnD+vXrKSoqoq6ujkceeYTS0tIhRfKWL18+rEjezp07efnll3nqqadGvE5TUxM9PT00NTWhaRrr168HYNq0aUOyR40mlrAYQzTtKEmRYGFxzKCTzbYCZnCl02lmqTIzVZUhSTWoainJhI+eHgcdnQKxvqMzcFzTNNY3b2GzvJ3jps9iTlsp9sT+BUZJZynvP/lz/PuNAXHRsuVFiidPIdbjpsm1gGB+/4mRYt6oaCEpmcIi5qqjzOFiDzA7+TBvbz6dqtJyKjJu/r71WYK1nyWdjwMxRcXNCDYbr18xn/+t3MgXfXP5/O6N3O38Ij/baU7A5k4KUDlH4gzXvyiPxFmz2sPWDLjdbubXVeNO+GjdKrMjMXKNj+JyGXtpFx77BpzKBhZ0rsPXe/h+I/0iosk+g/XaZNbqk9kt1yL7Hdh8Bi5PmiJnL+fo66nSGilTu9GyAVKdAdRkKVp8JpKxEMGQ8eegKKeT1NP05ZL0Zbro1bxkUx7iUReGfvA/8IpdxOMRcdlUnEISZyaCLR5CiXcg53rAiJIU7URkiS6vTrhIJ+6FuFvHZhMo0x2U57KUZ8JMzqocr4LLsBHNFdPbZwqGbrmYDqmIjUoRbcEgSVkmlS/Y1iNCRNDRheGKwZNPlRqUNWaLWQJiMh/UHC2kSvVorbhyzdjV1hFSpQrIkhdR8iOK+cBlI4AmVJLT7eSydtJpKV8nQSCTtnHi0k3s2vkQVZVVfP2aa1nxyst0tL+I066gpRWqpbk4XGEWtp2BLSNw3mVnsbXNnNh96+nbaOsLMbWojlUtG7i2+qPU7AzQneilNx7lX5/6LR994Kt8ZM45/HnDE9x87jf4z+fvpK0vxJ8u+Slf+PsNLKycw8rm9cy2hMURj5GdeFeoAymSd/3119PZ2UllZSVXXnnliDEUv//976murh4mOPr5wQ9+wP33DyTvWLjQXPh58cUXOfPMM0fxjgawhMUYYsVYWFgcOeRyIXI50xd7r5mqUgEivQ46O8WjJlOVqqqsad7MRkXh+Omzmd1SjC21b4FR0lHK2Sd9jufzlgtdUzFyL2DwIcJdKqlFZ+Nc+zwz2gWogKRkioUupQohYGOxRyOQKyccNlheOoNXdv6FqlkXEWo2rQn9okIsKebey0vYWNrB72NBfGEHZ/T9kPaQjfpyD9PnOzgx8Ao1PSHWvOZiV9ZDZVk51Y5ych022t5ywrtSnYqiQHGViKO4Db+yBq+4nvkt6wsF/A4Fw+YhFjBFxAa9nk1CPbuUGmS/DY8vh8cTo1RuY4H2ElVqG0pWINtXjNZRihovw6nXIWoCrpyAT4O4miKaSRLJaYQyXpJ9bnIZCThwAeF0y7gHuSk50j3YEp2Iai+iFiaXSxPVZboUgw6vQNILcbeGZDco13TKshpFuT7qNJF5OREdNxGjmJ5MMSG1mJAcZJ1URJMnSFy2k5IF+mSDsGgQe5dWeHeq1Goxna/U3IfX6BmUKrVlhFSpApLkRZL8iKLHTIFquNE1H7ncIrLZkwrF1DIZBS1nR805sEsOs1CaZMOBGYdg12ScmjSomrJZUVlWBS6oOpEHeYhwVzc3/PcPmFlSzx8vuY0vPHoDkiqSbIsSjnbjCw/EJ53/h6uG3Gc42YtdslHjN+sDFLsClHmK+eo/f8RnT7iE/1v7GCWuIs6cciIS5v/Ylx6/kWuWfoJNndvR9ImfsFrsHz038RYLURT50Ic+xJo1a2hvbx9SIA/gsssuY+3atTz77LN0dXXx1ltv0djYOKTydn19faG9JA18rv/yl79w6aWXAnDHHXegaRqPP/44ABdddBE///nPCQQCY3ZvlrAYQ6wYCwuLI58hmarkwZmqPChKHbpeXshUFQrJdHXphWwtRxK5XI63mjey0W5nYc1sZjYHUdJ7FxjFnaWcffJVPP/GvQB0N+2gbkEToeZJdMy6gPq1z1Pc0AsLISma/TRTQdgpcb60gbaG6UytmoyY7EMKBgk11wEwv7iN0r/djDF7Gt+7IMb0MicPNIf4lX4l97bWUu53cM6JHhaVrqG+u5E1zzhpN3xMqawlkCuha49EY3SodUJSRIqrDTzBJvziG5Tk1jKjc9shvU+GzUMsOJdG+3Q2GVPYLE9lt1KFyw9ebwqfq4c6oY2TcusJZCJomRL01lLUeDGKOhuHOgeHJqHlDGK5FIl0mlhWIRV3kYrb8kUH9y0gREnA7ZVxOQbclGypbmQtCnoYQw2TkHV6bQK9PoFWLyRdKtg1SjWNIlUnoMlU5nJMU2WSsp8epYSQUURHrpjdUpCXnEVEPXaSikBENAXDYBd/vyRSpECRpBIQU9TkrQo+evHo3Xi1Tlz9VgWtvZAqdUAkeAEvRqFOgpNsdg6JzHFkMza0nAMtZ0fPOlHE/mrKillNWVdwqBJ+NV8sLW1mMpLVQ49B6EmaVipN17jlvG9yQtVcHtjwTxLZFF67hzsu+D4/XnE31z3xP9z5oRsAaP7Oy7zduQOArz95M1u7dnP9qZ9le3cDM0omIwgCv774Jm769y+4d/VfiGbiPPTxO/jVygc4d8ZpPLfzNVRN5aENT9Cd7OUrJ33ykMdvMY7kJl4AJhIJjjvuOD772c9yySWXDDlmGAbLly9HURT+8Y9/FCpvn3322YXK27W1tcNSz/ZX3h6cPeryyy+npaWFp59+GoAvfvGLfOpTn+Kf//znmN2bJSzGECvGwsLi6EXT4mjaFmDLkExVswuZqirIZIroi5qZqjo7DbSJ/70ik8mwsnk96x0OFtXOZkZjEDk78oStuKOEs0/+PM+/8TsAOnb8C1fx52gK2akrqUba1YRLV0jm3V12qqU0KDoLsi+w+p2pXFI6mTd2PYghfRToFxX/Q9/7FvH9k5v4uq2USV1Bzu74OKrk4P0nBTiu+m2mdO9k/dM2Us4yZlfWIvV4aFtro1cbEEI2h0RRTQ6/fyd+4xUmx1dT2n5w+WANu5e+wFwabdN5R57KJnkaDbZyAr4sPl+UInsvc3O7ODPzGrasG723jFxTAClbgUOrwaYq5FSV3nSSRBrSSYVEnwOjMM6hAqL/XVbsIm6PiNuu4iKJPRtF1iNg9GLoYTJ6L0m3QMon0e02SHlUNFuOoAF+TcGrSRTl7JQbdqK2EkJKER1SMa1ikPVSkLDTSVyGiARhQUcVBOyCQLEiUCTrBMUcATFFhdCNjyheowevHsKtmgXYnGozkppCMrxIkg9R9AEeDN2NqjlQ8xWXc7npZLLzSalO1KwDI+dEIZ/JyFCw6zJ2TcadE7FlJWwZASUlIu8toGIc+NwJH+Wu1+4nlAgzs6SeS+adx1stmwDojIdp7esc0v7dVotbVtzNH9f9gze+9BcAltYs4MlP38OXH7+JJdXzyOkqf3v7GZ7+zL28uHsl6VyGjJpFEiUcsh2LIx9DnfiVIbfbzYYNG/j9702r8ZtvvlmwWPRX3r7ooou4+OKLiUQinHbaafT19Q2rvP3GG29www038Oabb5JOpykrKytYL9555x2efvpplixZwgc+8AEkSeLUU0/l8ccfZ9u2bcycOXNM7s0SFmOI5QplYXHsMSRTFSNlqqokky0mFvMQDtvoaDfIHnBRrNEjnU7zevM61rtdLJo0i+kNAaQRJnzFHcWcc/Lnee6N35FNJSlxr6QncTo9Z3ya0r/dzGmpepL501rt1czxGCh9pcypmklT81s4gx8gEpKZV9JO6WM/5u3Ll/KP+VF+HQny2/AF/KO7ipPmBzh+0h6mhl9j0zMSHcWTOa68gr5GG+07BqwTTq9MsDpFsXsLAeNFpne/hbP1wGLVDLufaHAOjbYZbLNNY7MyhQ5HEQFfAp+rj1IhwpLsRs7LqhiJErJ7/BhpJ059BnJ2DslMlp5UknTKSSrmIjsk49QgASGA05Mv+iZncOhxFPoQiKLrvahaCN2WJuMVyXgNQi6VrEPFJdjxaAoeVcFvFOEUvXQpxfRIxbRKQZqEICHZRZ8EvSJEBR2fIlEkGxTLKgExQ0BIUkcbc41evHpXvgBbK261GScpJMOHqPlAc6PrbjTNiaY6yOXs6DknWm4GhnocyawTPetAMfIuRnmBYFOlvEAwU53uTZAeiRS5/EiCRDybRBDIW46gLx2nxG1GDd1xwfeHnPOvbSs4bdJiNnduJ5KOUeoO8rMPfp8zpywttHl5z1v8v+fuoDvRiyJKPLH1Jf7zrC+jGwa7e5qZFKji8St/ww9f+KUVY3GUYKgT7wq1cuVKtm7dSiplzhO3b99eOJbOZxp59dVXEQQBXdfZsmULfX19vPTSS4XK22+88QbnnHMO5eXlqKqKrus4HA4ymQxOp5N//etfAIRCIQRBIJ1O8+KLLyJJEq+//rolLI5GrOBtC4v3DnvNVDUpn6lKqCKnlhKPm5mq2jsglRz7lbNkKsmrzWtZ73NzQnA2Uxp8SO9yOSnqKOack7/Ac2/8lrZtq6meO4c9icmUiBKLe/ysrzHjFxrtlSyTt/LOlmLOVAJss/USafYzr6Sd8mfu4rFr5uKtVflSz3Q+svt05k0r5otL2pjSu4rtLykkS2eywFdM+xaJpnwhO09QoagqSqljHcXZ55navRExsu8fft0RoC8whybHDLY5pvOObRK9dg8BbxyfPUGFFubszCbEpIdMhx9SXmxaBVK6hkg6TTShkkq4SMZshQko2AFvwU2pKGC6KSlCHFGMoQsRNCOMbITRnRpZt07KrdPtlrAJdtyaDbdhx26UEZH8tMvFtMhFNAoB2iQvfZJBSga7TSAo6QTzqVIDxPDSwyJjBx4thEdvx6314DX6kAUnGB6MjCkSVM2BobrQVReoLvTMLPTsQvSsk6xuw2bIyKqMXcsLhLRgxiFkjh6BcKjYJIUafwUPbfgnAacP3TBoi4XY3LmdTy1cPuI5L+5eSTgVQRRFDAwCDh+f+9t3efzK3zCvfAa6ofOlf9yILEpous4T215iSrCWc6efSiQdAyCaNtPW5nTVirE4UARAFBAkAQqP/H5JwBAMEMEQDAzRwMDAEAx0dAxBN5/R0Q3NfKChGRq6rqIZGpqu5h85NF1F1XJoehZVVdG0LGJG5kMs3c8gx5Y9e/bQ1tZWEBabN28uHBPzrqeRSAQ9X7Cpvb0dXddZs2ZNod0XvvAF0uk0bW1tZPOrV6FQiFQqRSAQ4NFHHwWgsbFx2PWfeOIJPvvZz47JvVnCYgzR9QlYprSwsDjC2F+mqmpUtYxkwkdvr4P2jrHJVBVPJFiRWM3agJfF/lnUN3gRtYEJZ1FHEecu+wLPvv5bou3/wpAvJ3HapdS3bef1+Tqau5yox82C9FZE73x2Nq8n1LaEeSUdlK++n99/ZTIftDv5866zeNY1hU+e3UN934uEVrsxPPOpz3rofkumBwiUK5SUhyiTV1KRfJbKcMPe3z1HkGhgDs2umexwTmO3vZKIw43fmaRYilOTifC+1E5yfcVonX6UrB89FaA7mSYWl0j2OdGHuFg5cLsFirwqVYEUgpQAMYpAD4rRiyT0kHMbxDwKXW4ZQXHgMhzYdQc6xTTLM2iWgzSIQVpFD4YNBDt4ZI2AmCYgJPDlU6VWGRuZqfXgNaJ49Rg2dAzdjaY6QXOD5sLIuTFyTvSsB7Kl6OnFKLoNm2bWQbDlJGwZCSUNSkZAMI59kXCoJLJJDKA31QdAOBkBIJ41F/l+vOJuOmLdhRiLa5ddyVV/+36h3fZwA3bZxvM7X2de+Qy6E730ZYbWu5BEUxDv6G5AFAQi6T7+/vZzvNa45siKsRAAWUQQB03cRQFEzEm7aIAwePKuowuDnzX0wuRdRzdUNDR0XctP2LWBibueQ9PMh6plUbUcqpo1X6tZcmqGXC5DTs2Sy6bRtImdGzk8h18D5nDJZDLY7abrXDKZJB4f+Jzt3r0boCAqwIy7AGhrawNMAfH2228P6VMQBNxud0GYOJ3OwrOqqvh8Pmw2G+3t7XR1dY3RnY2hsLjlllt49NFH2bp1K06nk2XLlnHrrbcOMb0YhsFNN93EPffcQ29vLyeeeCK//OUvmTt3bqHNPffcw4MPPsjatWuJxWL09vYOi2a/6KKLWL9+PaFQiGAwyNlnn82tt95KVdXoVB89VAzDWr04Wrj//h7++H+RIfuCQYlH/jppxPbhsMpvfhNmx/Ysra05PvxhH//x5ZIhbdasTvK//xumN6JyyjI313+jFEUxJwXxuM6X/6OV235SSXm5pe/fq7w7U1V5hfkwM1XVoGnlo56pKhaP8WL8LdYV+1nsmUVdgxtRNz+XwfYizj35izz7xj3UzttMq34as15/laThI+muxePPkW21UxnNsTV6PPNKOvG3/J2/faGKk2P13NJxGqfOT3Fq8g2y24tR1IU4GxU6UxJF1TJzjmumXHiJ6uhz+EO9w8amO4tMEeGZRaOzjkZ7ORGblyJ7hgqjj7JElOJ4HLVLQUy7yCaddPf5aYo5TNclAVxu003JYZMpCaagNIQsRrFhWhtySo6Yx06f10aP3YHdcCLjJCaU0yzNoV3yE5HdiA4DRcnhkdL5oOYIXr0Pn9HGfH07J+t9uLQEouFCyLgh6YGcE3Ju9IwTIxOATAVyTjGLpWVF85ESUTJYAmGUyWo5upPDP1MAL+5+ExgeY/HSrjd5p2tXYdsh2UirWZ7Y+iLXnfIZcpppqRMxLRoGBrt7mshqOb7+5P+g5yd7v1r1INeccgWLZi0oTN4NcdCquwCGoJuv+yfuho4umBN3Ax3NUPOT+Pyqu6aiGao5YR80eVfzE/iclkVT+yfu5uRdVdPkcllyuTS6ZT3ZK5o68QXyLr30Uqqqqli0aNGw4O2mJrP2jtvt5oEHHiAQCPCNb3yDNWvWkEgkADNdbT8Oh4NEIkFJSQk9PT10d3dTXl7O6aefzvPPP4/P5+OZZ56hoaGhEMdxVGaFWrFiBV/+8pdZsmQJqqpyww03cO655xYi2gFuu+02br/9dv7whz8wY8YMfvSjH3HOOeewbds2vF5TUSaTSc4//3zOP/98vve97414rbPOOovvf//7VFZW0trayje/+U0++tGP8vrrr4/V7R0gE+/HZ3HgTJ6scNtPKgvborj3H/5cziDgl7j8igB/+9vwnPm6bnDLLSE+/vEAi5e4+O+bOnnqyT4uXm5W0fzdb8NceKHXEhUWIzKQqWrTmGWqivRFeb7vTYpKgyx2zaS2wYVgCAQ7gpy37Is89+a9lE6ZSlYK4spCj6OWaa4Q7vgMWqIGU1096OpzrL+oks6OU8nU+vhkcAtKcwli1/H0Nct4a0Vmz9hJhfoUdb2voHQOrFTqzmKiwTm0emfS5qqiQakkpfgplhKUZ/rwxOzMCHshYSMeE4n0OelM1uHxKTgdGooji6ikKCntw1beC8RQhTgJj0LE56Db6UTSnWA4iSulhJUpRGQXok3DJqfwCUl8RhKPnsCjJ6jQmpihvYNNlxA0D0KfGyPrgowTI+2CdClyrtJ0McqaMQhK2rIgjCl515iBVfe9u8y09w4IhqDbRzydxOv00BOP0JuK0lfZx42f/xKaodGld6AZGre+ejcARR4fPfE+DBHQYFv3HtbwIuvCZuYxQzAKK8apXJr/ePortPaZiQREQUCWNHZF3uDhDUOz9FhMDIIgIogiomQ+C4KIKEnmfklCsU18kP369et55plnuOuuuwDo6ekpBFSreeGjaVpBCAj5BBpaPkPIqlWrCn31i41+K8RPf/pT7rvvPj760Y/ygx/8gM7OTo4//vgh1/f5fGN2b2M2q+lPbdXPfffdR1lZGWvWrOH000/HMAzuvPNObrjhBj7ykY8AcP/991NeXs6DDz7I1VdfDcB1110HwEsvvbTXa339618vvJ40aRLf/e53Wb58OblcDkVRRvfGDgLDsITF0YQkCRQVHdi/REWFwpe/Yloonn46Nux4NKoTiehcdLEPm03k5JNdNDaaq1+bN6fZvj3DtV8tGXaehcW+GItMVT3RXp6NrqSkopjF9plUNzoItAc558TPs7rpObqWXMaCnicIBauZHWlDivgpNQyixa/QXjafPfp8TqxpxtZuJ9U0G1fAoMq/mVPtf6cqug46QHeWEKk4mS5fPe2OGlqlGpKShxIjiT+mobcFqYopxBMq6KVEnaXY7GnstgSirRtXWQqlKknKliPicdDjVnAKCpJgIyq76ZVLEGwGTjGHT0/j19PUqkl8ahKPFkXIuaGvDyHtMEVCyomcCWLLFGNLC8hpoWC1ec8hApJo+ruLmJP3/HP/xB3BXIE3V99ND/ehvu46OoP83fX8yns+7sB0mcmvtuvqgLuMlkVTc6ia6Saj9rvL5EzXmYNxmdneMeDacfbsSUwuCbJyVxOv7IgA8K/Xfz3snGgqgSyKnDunnodXbSCTyzKpOEBjOMKmba+iZs3vbEkQcNoUYpkskijw8rYdqHk3FYciIyDw1KatTCktoiowRhM2QUAURQRRyj8PPERRGtgW8tvCwHEEEVEQIX/cfAgIoqnSBFEyY43yxxAE85mB7f7XBvljhtm+8AEpPAtDtg1DGNLG3BbAMI8Z/W2MgWOGIZgLJYaArpvn6RpmG8DQzPN0HdAFdEPA0M2HbphiTxAFM4i//1kY2Jakif9ff+GFF7jwwgv57ne/y0c/+lF0XefMM8/kxRdf5OSTTwZMd6mRiMVi7NmzZ8g+u91eCND+85//zH333cesWbPweDzous7VV1/Nb37zm0JMx+AaGKPNuC2XRqPmqm5RURFgBq50dHQMqRZot9s544wzeP311wvC4mDp6enhgQceYNmyZRMqKkwsYXE00dqa47KPNaIoArNm2fncVUVUVR3aZygQECkulli9OsUJJzjZtCnNued6yeUM7rqzm29+q/SI+HKzODYYjUxV3b1hnuZ1yqpKWSLNoLIpwOK6c9iRbGdSt4NIdZDiNi+kdDonbaLF/X4qFYOlrRqeXDnV9tXUev6KV0/RZ5tNb/FxvDH5AlqFOjKGh0A6jRR2YGREvIaBXxYwbA6i9iyqpwuCUTRXjqRHwSY46MNNTPIhyy68eha/lqUsm2ZaNo2SUCDlhJQLkk7klJIPVD5CBUL/qrssmK4yg/zd9+kyg54PWu33cx8UqGqoAxP4/IRd03OoulpwmTEn8FnUnPmcU7OoagY1lyGbM5/1CXbZNVeWpYFVZVFEkEXsNheC6DEnvaJo+o33T4rF4c9b+swPtMtu5+JzL0QQRI5fLPLKj/4bgOpZJw2aOIv5oP0nKQ4EKZ+8AFZtwGlzcNzsxTS++jyZwGwmlVfDUy+h6jqxjNm/JNvI5Ab+eZLZHMm8ANmVDHDiaVeAke9fGJhE0z9xNzAn54hgwMCkm3w789zCBBzy+8hnuzLye43CtvnatKgMee5/nW+DYJivBTDnJ2YfRmGuYoCgD2kPgx/6oLZ6Yb8h6IXjGPqgfZjbgm46khk6Qv5zXehPMEDX8lYhbeh1DPOzLxh5IWvoIGh565F5LaH/umhgmO+DLuTfWgEMUcj/X+UfAJIInHagH9Ex4YYbbhhSeTubzdLR0cF1113HP//5T5xOZ0EEgBnQ3W+tePDBBwvxGQDBYJDnnnuOP/3pT9x5552kUilUVWXFihUkEglmzJjBHXfcAYAsy6iqWnC3GgvGRVgYhsH111/Pqaeeyrx58wDo6DDNiOXl5UPalpeXjxjBvj++853v8Itf/IJkMslJJ53EE088cfgDP0wsi8XRw+xZDr79HRs1NTZ6e1UeeCDC177axu/urcHvl/bfwbsQBIH/95/l/PrXYX71yzBLl7o4/wNeHnowwsJFDux2ga99tZVoVGf5h30sz7tIWViMJoeSqSoU7uJJuqisqeAEYRozPLW0qBl0w47co9E2pRdJWMpJvX2UCDspdm8hY68mJE7i5eLvk8WBPQNaXEKXQVay2JQeNGeadMCGgouc4EUWwJcR8WdEnCknQqQIodWJlJRR0gKSdhACod9lRumfuA9efTdMF5f+VXf6V94NdEEvTOAHr7obg1fdDXVIoKq58m6uumtaDrV/xV3Loanmirs50R9Yoe9fHR5wy+ifEEvvOpZ/LQxaWS5MqIWBSXH/BBmhsF/IT2IFQUSQBQRZAsGFgAebIGDrbzt4VVkYmPya/TEwGc67XtC/So2QL4Kef90/vRXE/ES1fzs/gxOAfGwCCPn9/ZNq8zrmq8ET4/5nfcg+8vENQiHSwTxm5CfGoONoCeWHK+KqqS2c149S6Se/DA75GAeAdC7Drx57CEEQkG0iusNM9Wn4+vDWleBxu3A7HWi6RiKZJqfm0A0Dp8NGKp3FZpNxuxz0RuKs3vUGy0vnoQugI2CI+WdBQBeN/BTYfB91YdBxMM8RBr+m0C6/MA8i6IZQOK6T/7zn31foj93pX/nP/7UMgX6JMTDj7n/Oty2ci2lNyD8XrAsYBSuDkO+78Dfvn7EbgCGiGwByoZ1u9LfLpwE2yLcxzxUM09JAv5XCEMzG/fdVOD4wLt08jGoI6AhoBuiIpsTIWzHMfWZb1RjYZyDyqRG/SMaPxYsXs27dOgAWLlxIVVUVbW1tfOMb30BRFL7yla/wk5/8pNBelmU0TUMURV5//XWWLFkCmHONe+65B7/fj8fjGdI+mTSTFtxwww1cc801qKpayB7V7z41FoyLsPjKV77Cxo0befXVV4cd6/cb68cwjGH7DoRvfetbXHXVVTQ2NnLTTTdx5ZVX8sQTTxxSX6PHxBdhsTgwlp7oGrRlY84cB1d+qpnnno3x0UsDh9Tn/PkOfvWr6sJ2S3OW55+P8Zu7a/j6dW185BI/S5a4+MLnm1kw38GUqRPv92nxXuFAMlWF6Eo0IGYr8cSKiURzJErSzMrYcNi2E/ZX06QuolVbiqhn0QUdj+DChoQXFUV3Iids5qRGMNcgDbHfeSY/nRcUdJwk0NFEA92TQfek8tlndDTzFbqhoRn6wEp9PkuNmp/864ZRmCQb9LtoYD4LAgbmtiGakwoh78ZRWMEUBAxDLJzfP4HunyQbSCDIpouGIBYmafn1X/onWFp+gm4A6Hlrg5CfARn5ddq8NcIwjILvvo4BhpGfhOfTahp56wXmtFrP92fo/cJIQOufpAIa5Pf1T1AFtP4J6KDJqJZ/XwzDwNDz74tBYXJnwLvcVShM6voniOjGgNuKTv48s62RXxo2zAXnQp8YBkZ+0mlO+BiY8CGi5V8bhohmGGiYz7qx9+rxg0lqswFIpFJ84Z/vYK+aTWzDM4Xj32iYQu+KP6DFwpR86Bv5vQLRWJyic75Ez/N3E1clnt9lTsbu53ykJg/u5TfS++/foSUiaLkkaDqIEtQthu2vkxNs9Kl2IE5bT4r/2nPKAY3X4r3NK6+8wgc/+MHCdn+2p3vuuYdzzjmnkPFJkiQCgQDpdJpMJkNxcTEdHR1Dqmtfc801JJPJQkB2vzXj5JNPRpZlPv3pT2MYBsFgkPr6erZt28akSSMnphkNxlxYXHvttTz++OO8/PLL1NTUFPZXVFQApuWisnIgYDYUCg2zYhwIJSUllJSUMGPGDGbPnk1tbS0rV64s+KpZWBwMTqdIfb2NltbcqPRnGAa339HN1dcUo+uwc2eW009343CILFjgZMPGtCUsLCYcHYkusYqwsoBOx3RaPZWEMx5O099mXthBwAc9tjApUijOd7DZsghyCkNKIRAnZ8RJaVF6DUCQMBDzE3GpsPJtIGEIEiDlt0UQJHTM1Xg978ttTigljLwwMPL9gTkRNY+J5qptPoemuRosmu379+VX9g3E/DX6fbvFQW2F4c95sWEUxi0MOi7mV5/F/ErxwDbo+VVoqX8tPn9tIT/2wX3xrmMMuVb/RL7/HJ2h2/2T+QHnFWHgtdHvJFJwbDF90Qvt+heF+687tE1h3+D+BwkC8m0G+hl4PeQZA90YcAw2XxuDjo/SZ7dDgD+br3teux8jmUDwDMQ7pM+rJvGX9eiRHtLn5Rd8fiaBqtLznBl/YaRjpPesBSC3fCbmt381wavOJfKf16O9sQIAMRBEueoKUt95HcPQC8VwDVkY6NvCYh8MdnMaTL+Vob19IBFALpcr7D/hhBMwDIMpU6Zgt9vJZDJkMhl0Xaez00xgMLiC9ymnnMKbb75JKpUimUyya5eZBW327NljdWtjJywMw+Daa6/lscce46WXXhoWKFJfX09FRQXPPfccCxcuBEwfsxUrVnDrrbce9rVh74Ev40e/mdfiaCObNWhqyjJ/vmNU+vvXUzF8PpFly9zEYqafZH/GO1U10C2vOYtxRBU89DqWEFLm0iFOocUopSnnpiED6awBeRfy4zICkTVdLKl/jkRoKZ1dHma4JuGKL6CjJEmj2E1Dd/OQ71pBAJ9PwOcHr0fD5VJxOLIotiSSFEcQYhh6BFULo2ljZ463OHooiEkkU4T2C0NBQkfKH+sXqHlBKgy0MwSRbIXAZfn+pFTMtGLFejEAj9/GXY47ubJtD3pO4w7HrzAEgdd/cCa//MHzw8aj2GVudj8Mg4Tkz7J72KrrONx2Pvv986ie0cj/AwQ1g4xEDigtcfJ970uDxOiAEC68HiRYhwrNAQGr9wc+DzrW327kcyic0y9OB7crCFejXzAPFp3CoD4GCVyj/1wYImoNBo1zZMFKft/gaIyBNgNWrKECd0C0Dm9HQZwOtDVGbKsbxqgK1rFix44dI+7vt1T0x1NomkY8Hsdms3HeeecBZqpYQRD48Y9/zDe/+U0SiUTB20eSJP7nf/6ncI1+UQFD58TXXHMNr7zyCvfff/+o39uYCYsvf/nLPPjgg/zjH//A6/UWYir8fj9OpxNBELjuuuu4+eabmT59OtOnT+fmm2/G5XJx+eWXF/rp6Oigo6ODnTt3ArBp0ya8Xi91dXUUFRWxatUqVq1axamnnkowGGT37t384Ac/YOrUqRNurRAE0aplcZRw92/CnHSyi7IymUhE44E/RUgmdc49z/RZ/N3veujuVvnud8sK5+zcaf6TplM6kajOzp0ZFFlg0mTbkL57ezUeeCDCXXeZdVW8Xom6OoVHH42y+AQn69aluPyKwPjcqMV7irRcQ7d9MSF5Fu1CHc1aEQ05O60ZHT0NpAe3HvgpdhiwpENl9aZO/nPyO/QJUcToGjLKVbyjbyXT8TyneS+lrs3NKVId3ZU5mp097Im2EOmLEo0amPk6RMCWf3iAssEXxG4X8PsFfD4dt1vD6cxis6dR5CSiFAcjgqabqXcNY+Jzz1uMDWI+EFfiXX/jg5wdVlXJtLWpqLmhKzVnnWGnJPUKuqZh6FCW+jcAHz4F3j7TzUsvDQjcSZMUfvCDcibFHxnSx+4NjYgiLJgrcsnCNwoLRIZukMua4z59cYa5fT8/uEFbjBlDLaT9lkYJQVSAVfs7fUxZunTkyt9nnnkmAJ/73Oe4/vrrAaipqeHKK6/kO9/5DjU1NYXF9+uuu45IJMItt9yCqqosXryYn/3sZ0ydOhUwYzeOP/543n77bVKpFKWlpSxcuJAnn3ySP//5z5x44oljcm9jJix+/WvTtNj/JvVz33338ZnPfAaAb3/726RSKf7jP/6jUCDv2WefLdSwAPjNb37DTTfdVNg+/fTTh/TjdDp59NFHufHGG0kkElRWVnL++efz8MMPD4manxiOwOwkFiPS1aVy8/+EiEY1/H6J2XPs/Pzn1ZSXm1mhesIqodDQH71rrm4tvN6+PcsL/45TXi7zwIN1Q9r96pfdXPoxPyWlA/9u3/5OKbfd2sVjj0b52McCzJo1OpYRi/ceOhIx+zy6bcfRKc2g1aikWfOzOyPRq+qQHH7GvpiuiggbenirO4FT0vhU8k/8X+kssqUqi5reZHX3CZTVivz1tR9z3NxzmW1bSlmLQBkVnEAFfSUarcE+GtLttHV3FCzII5HJGIRCBqEQmKmSnPlH8F0tDXw+Eb8fPB4dt1vF7shgU1JIcgJBiGIYUVS1B00bnv7Z4r3BZz9XxC03h/B4RJJJPf9s8PGPBwCorVXojQxd7BssKgAaG3N8+9vt/PkvQ33QlyxxsnFjmuuvLwXMBaKKCplUSieXM8hmDc56nweLIwfTrqLCuxYlRMO2lzPGj0ceeQS/388//vGPIYWj/X4/AF/72tdIp9Pccsst3HnnnUyfPp0vfvGLQxbfY7EYTz/9NDNnzuSxxx4r1Ijr6OigtLSU+fPnD6vn1tDQwJNPPsnUqVOHhCeMJoKxr299i8PihRdnYRij46NvYWHx3sZ0X1pMlzKPdrGeVqOMxn73Jf3wv8YlDJaFDdav6yCnmf3977Q1XNTyM25adAEt7T18/a4W1lz8a/p6c5TVNtK06VFkSeGsJZ+mKFwC71opzrh12suTNNHFnq5mcrmx/z602chbQQzTCuLKYrdlUJQkohQD+tC0XlS1x/p+PsbYuDHF/97VTVNTDl2HykqZb327lAULnADcdmuIjk6V22+vKpxz9vt3D+tn8ALRmtVJ/vd/w3R05Jg2zcadd1WjKOai4dq1Kb7/vXYcDpFLLvHzqSvfLYgtjkRE0clZZ26e0DHsLbHQ4MV3wzC46aabuPvuuwuL77/85S8L2VVfeumlISlrB7Nnzx4mT548bH9DQwP19fWsW7duWNG80cISFmPIiy/NRtcPvMCPhYWFhem+dAJd8mzahFqa9WIasnn3pTG6ZrUmULK1j20tfYV9xbYcq7zfQkqE+MLCs1ndu5OH7hTpOfsLrIvPAqCstommTX8Dw6C0ZDKnz7wMuW3ka2iyQXdVhiZ7L7t7m4nFJ9qyYOD1ivj9Al5vfyxIBsWWQpYTZiyIEclbQfr2353FhLPqzSSb304zfbqdm/6rk5tuKueUU937PS8e1/nSNS1UVStEejXuvsdcydV1g49d2sjHPx5g8RIX/31TJxdf7OPifHrwO+/ooqZGOeTMgRYTgyR5OPOMDRM9jGOWcSuQ915EFO2WsLCwsBiG6b40l7DteDqk6bRRRZPqY09GpucQ3JcOh5NjsH1NO9syQ11E7pz0BlKzWRugJduHKujo9bUEnv0t7vPvItGnEmquo3b+pbRs+itd3Q38rftW5s9+H3OdyzB6h1oDJFWgvMlBOZUsoZJIqUproI89qTY6ujvH7P72jkAsZhCLGZhuq0r+4QFKh7SUZQgE8lYQj4bLlcNuS+etIHEwovlYEMsKMpEsPdH1rtThB8add3Txvvd7EEV4/bWBf75oVCcS0bnoYh82m8jJJ7tobDT/vps3p9m+PcO1Xy0ZtfFbjA+CcPC1qSwOHEtYjCGi6AQmelXOwsJiolAFDxHnCYTkefnsS4PclwZlXxpg/NKDFekC03cnWberZ9ixyc40p4YeAEATJDpS3QD01gYpemcXU6VdbMT0Qe9qrqFm3sdoefsvGLrOpndeYIv0Kmct+SQlveUY2ZHvKdAlE+gqYi5FpLxzaC9L0KiHaOxqQVWPrEBtVYXuboPubjBjQSTAAQTe1dLA4zFjQbxeHZfbtILYbOm8FaQPw4iiaT2oanSc78JiJJ5+OkZbu8r3vl/Gn/7UO+RYICBSXCyxenWKE05wsmlTmnPP9ZLLGdx1Zzff/FYpkmTFUh5tWMJibLGExRgiSVZAroXFe4GR3Jcas3ZaMjr6sHTlE+99uigt0LE6xIbEyBbVn9e+gNBkLoq0B6tR88GPjWVQBBQ9dzeO028lnTStHF0tVdTMvYzWLX9B1zQ0LcvzK39PcXEtZ8z6BErbvidfzpjIlJiXKXjRlCmEKjM02cLs6W0mPoYVYkcfgXjcIB43Xw+1ggxd2ZZlMxbE78e0gjiz2O0ZZCWJJMZBiKLrEXK5MIZhWb7HgpaWHL/7bQ933lk5okAQBIH/95/l/PrXYX71yzBLl7o4/wNeHnowwsJFDux2ga99tZVoVGf5h30sz7tIWRzZCII19R1LrHd3DBFFS1hYWBwrGAj02ecT7s++RCVNqn9C3JcOFacBJ7RmWf12117bLPLHmdc6kGqz1V8OmK5Km4IxFgJiPMpUdztvJwfSx3a1VFI9++O0vvNndM0UIuFwM4++dhtzZ53JfPepGD37dxOScgKVTQ4qqWapUEVvuUarN8KeRBuhnr2P+2hDVSEcNgiHwUzL68g/hk9O3W5hiBXE6cxhsyWRpSSC+G4ryMQL16MBTTO4+eYQn/5MkJravWcJmj/fwa9+NVD0rqU5y/PPx/jN3TV8/bo2PnKJnyVLXHzh880smO+wCp0eBYii9TcaSyxhMYZIknOih2BhYXGQqIKHiOOEIdmXGnKeI8J96XCYkxNIrwuzunfkiq/93F76JELLQCGlFqcfUqaweM3VxpWCAIZByb9/g7Lkv8hlBu6/q7Wcqtkfp33rw2iD3Jne3voSW6VXOXPJJymNVGJkDuw9EwyBog6Zoo4S5lNC0q/TVhqnUe2kqau1UETqWCeRMDANN4OtIMNjCSTJdN8pxII4c9gdZl0QSUoUrCCqGkbXJ7qA7MSSSuls35Zh544MP/9f09XPMMzHuefs5tbbKlm4cOhvuGEY3H5HN1dfU4yuw86dWU4/3Y3DIbJggZMNG9OWsDgKsOZmY4slLMYQy2JhYXHkkpaqCTsWE8q7L7XoRTRkHab70j6Kxx1tyIbBsm6dNes70faTlvbckh4mtf5zyL4Wmx3yWqRXTCFUV2C0tCP1dDI12MvWjqEr7N2tZVTM/AQd2x9GG5ReVtNU/r3yDxQFqzhj7hXYWsWDvhdXVGRa1Mc0fOTs0whVpmiSw+wJt5BMDTMZvefQNAiH9UFWEHv+MdwK4nINWEHcHg2nI4vNlkKW320FiXA0f/73hssl8tvfDc3j//jjfaxfl+IHN5ZTUTF8evSvp2L4fCLLlrkLBfL69bOqGuhHxxrDex5J2n+msLHklltu4dFHH2Xr1q04nU6WLVvGrbfeOqSeRX+q2XvuuWdIqtm5c+cC0NPTw4033sizzz5Lc3MzJSUlLF++nB/+8IeFWhgAF110EevXrycUChEMBjn77LO59dZbqaqqGjau0cISFmOIFWNhYTGxGAjE7POGZF9qVP00ZGXCuaPDfelwmKwJeN7uY1X7gSWR+B/fowjxoe9Bizh0OzG5DFdLOwDlK37LjrnfQlOHTjzDbaVUTL+cjh0PoeWGmnh6ett47NWfMHvGaRznOwMjfGhZlJSMQHWDi2pcnCTU0FORo8UbYU+sje7e8CH1+V4imTRIJqG9XcCcCsiYVpDiIe1EsT8jFng8Gk5XzkzLW4gF6RtkBUmPcKXxI5XSaW0d+Dy1d+TYuTOD1ytRXi7zu9/10N2t8t3vliGKAvX1Q12gAgERm234foDeXo0HHohw113mhMzrlairU3j00SiLT3Cybl2Ky68IjOn9WYwOE22xWLFiBV/+8pdZsmQJqqpyww03cO6557Jly5ZCkbvbbruN22+/nT/84Q/MmDGDH/3oR5xzzjls27YNr9dLW1sbbW1t/PSnP2XOnDk0NjZyzTXX0NbWxl//+tfCtc466yy+//3vU1lZSWtrK9/85jf56Ec/Oqxw3mhi1bEYQzZu+jJdXU9P9DAsLI55NMGVLx43nw6xflD2JYHUKBSPO9oQDINlffD2mg7SuQMTS5+sbOVHvd8atv8Tx53B5r49he2bdy5i2iOrCttNn/gpO9tH/qEuquwhtPMh1OzIbjeiKHHGkk9SHq3GyIyeW1MiqNFaHKch10FLVxu6tZQ8Ljid5uTc6zWrozucA1YQUYy9ywoy+n+T9etTfPMb7cP2n3uuh29/p2zEAnmDuf/+Hl5/LVmoYzGY//lRJ3PnOYYEaG/dmua2W7vo7dX4yEesAnlHCyUlZ3PcgrsnehgFurq6KCsrY8WKFZx++ukYhkFVVRXXXXcd3/nOdwDIZDKUl5dz6623cvXVV4/YzyOPPMInP/lJEokEsjyy3eDxxx9n+fLlZDIZFEUZk/uxhMUY8vaWb9DR8feJHoaFxTGD6b50AiF5Nu2F7EsOmseweNzRRpkuULcjzuaGyEGdt6nudryh1cP2nzZzHpHsQIG4K3vn8qHfDBSXytXP49X6L2Hs5Q8QLO+lu+Ehcum9r2YHAhWcOe+T2NukUfe6yToMOitTNEnd7OlqJp2Z2FV1CxAEA7/fTMvr8fQXJ0yjKClEKY5QsIL0oOuWi5vF6FJefiHz5t450cMosHPnTqZPn86mTZuYN28eu3fvZurUqaxdu5aFCxcW2l188cUEAgHuv//+Efv53e9+x/e+9z26ukZOctHT08OXvvQlWltbefXVV8fkXsByhRpTrBgLC4uDx3Rfmku37fh89qUqmlU/e94j7kuHw9KkQOPqTjanDs696BuTduHtHC4q4g7fEFEB8Kangw8N2lb2bGbSySoNbSP/nPR2BimZdAXdjQ+SS48cOB6JdPD3V3/KjGknszD4fugevSJztrRA7R4XtdRxslhLuDJHi6uX3X0t9EYjo3YdiwPHMAQiEYNIBMxYEFv+4QPKh7R1OExXLK/XwO3WcDrzdUEU0wrSX5wwl+vB+i6wOBAk8cgJ3jYMg+uvv55TTz2VefPmAdDR0QFAefnQ/4Xy8nIaGxtH7CccDvPDH/5wRGvGd77zHX7xi1+QTCY56aSTeOKJJ0b5LoZiCYsxZKL9+CwsjmQ0wUWP4wS6bfNpF6bQOth96SjOvjQReA2Y35Rh7dbugz5XEnS+mPvTiMdaAjVAfMi+bUoYIeDHiAwUeKtZ/zAN5Z/cq7WhN+SneNLl9DQ9RHYfQdbbd77BDuFNTl9yOZWxOoz06GZ9EnWB0lYbpZSzkHJixSqtRXEaMu20drVjGfCPPNJp6OgwMOdaEmYciAuzosoAgmDg84n4A+D16GYsiD2DYksh5a0gRj4WRLOsIO9pZNk70UMo8JWvfIWNGzeOaEEQhKG1VQzDGLYPoK+vjwsuuIA5c+Zw4403Djv+rW99i6uuuorGxkZuuukmrrzySp544okR+xoNLGExhhxJqtjCYqJIS5X0OBbTKc+hXailRS8uZF/ShmVfgmMxA81YsiAjEl3bxdq+Q3Px+VH929jbto14rMVbDGp82P5cfRXyugFhYdvyBjXHfZKW4e7tBSIhP8HaK4i0PkQmMbzPfgxDZ8WqP+H3lXHmgk/haJPH7CPhDcvMCgeYRYCsaybtlSkahS4auprJZq2idEcThiEQjRpEo2Cm5e23gniBsiFt7fbBVhAVpyuH3ZZGVhKIYhzDiKDrvai5XgzeGymN30tIR4iwuPbaa3n88cd5+eWXqakZiOupqKgATMtFZWVlYX8oFBpmxYjFYpx//vl4PB4ee+yxEeMmSkpKKCkpYcaMGcyePZva2lpWrlzJySefPCb3ZQmLMURWfBM9BAuLccFAIGabQ9i+sJB9qUkN0JCV6bbcl8YEuwFLO1VWb+zkUBfa3bLGpbH/2+vxFqcbRkgo1V3toWLd0H112/9Bi/fifV4v2uXFX/UJ+tofJh3fd6aqaF+If7z6M6ZPPZFFxWdDt7rP9oeLLSkyabebSbg5RZpEd1WWZkcPuyMt9MX69t+BxVFDJgOdnQadnTCQEcsJDA2+FgTw+QR8ftMK4nLlsDsy2JQUkpwYsIJoPWja3sWyxZGFLHsm9PqGYXDttdfy2GOP8dJLL1FfXz/keH19PRUVFTz33HOFGItsNsuKFSu49dZbC+36+vo477zzsNvtPP744zgc+3e/77fKZjJjV8fGEhZjiKJYGSIsji3M7EsnDMq+VE6T6qYhLZDMGTDMNd4SEGPBNFVA3tjLW12Jw+rnzslvIbe07vV4iyyNuH9XqU7Fu/Y51jxL+cc/TGfHvv/mfd1efBWXI3Q+ROoAJuw7dr3Jzt1vcdrij1OVmIyRGvsVZEkTKG+2U04li6mkr1SlJdBHQ7qdtq6OMb++xZGBYbAPK8hQ7HZTgPh9mFYQZxab3SxOKIoxoA9N70VVezCMsRXJFvtmol2hvvzlL/Pggw/yj3/8A6/XW4ip8Pv9OJ1OBEHguuuu4+abb2b69OlMnz6dm2++GZfLxeWXXw6Ylopzzz2XZDLJn/70J/r6+ujrM79PS0tLkSSJVatWsWrVKk499VSCwSC7d+/mBz/4AVOnTh0zawVYwmJMsSlF+29kYXEE0u++ZBaPq7Pcl44QRMPglAisX9NGTju897zSnuX94ZFjK/ppMUYOol4T6OGUEfZPbnmeTvl9+712X9iNt+wTIPyZVF9kv+0NQ+fltx7E6y3hfcd9CkebbVw/cr4umTldRcyhiLRnNm1lCZroorGrhVxu9ALNLY5eMhmDrhB0hcCMBXEykhUEzFiQwVYQhzM71ApimBmxNO3A6s9YHBwTLSx+/etfA3DmmWcO2X/ffffxmc98BoBvf/vbpFIp/uM//qNQIO/ZZ5/F6zXHvmbNGt58800Apk2bNqSfPXv2MHnyZJxOJ48++ig33ngjiUSCyspKzj//fB5++GHs9rGrEG+lmx1DotF1rF7z0YkehoXFiBgIxG1z6LYvpFOans++FGBPv/uSxRFFpS5QvjXG1ubo/hsfAI9Mf54lzb/fZ5sL551EQ6Jt2H67IfHHn+kwwqR6w6V3E+46sBVZbzBJIvxnktHeAxt0nqn1i1lceh4c4HXGCk0xCFVmaLb3sKenmdg+YkcsLA4WRTHrgvh8upkRqxALkkSS4kAUTeu3glgC90BZePwfKSpaNtHDOGaxLBZjiOUKZXEkoAlOeh0n0K3Mp12cQqtRTqPlvnRUcVIcdq7uYGtmdCbSszxJFnc8vM82uiDSlho5y1RG0GByLezYM+zYlN7XCbP0gMYR63XhLvo4gvgXEgdRLXvXntXsaljDKSd8jNrUVIzkxATYSjmByiYHlVSxRKgkUqbS6utjT7KNznBoQsZkceyQy0FXl45ZlkDKPxxA4F0tDTyegYxYbreKw2Gm5R1sBdHUHlTNihey4l/HFktYjCGK5QplMY5kpHLCjiWECtmXSthjuS8d1QQNmLknzfodBz7pPhDuqnwWoXnfKTdD/kqy+t4zI0XqggRGEBaeF/6Ef/kpRHsObAU1EXHi9n8MQfgr8Z6RCzuNiGHw2uo/4/EEed/xn8bZbp9QTSwYAsFOhWBnMfMoJuXTaStL0KB10hRqQdOs7EIWY4VAPG4Qj5uvQck/PEDJkJaybGbE8vnA7VFxOXPY7GlsSgpRMmNBdL2XXC58zFpBbErxRA/hmMYSFmOIovgQBNkK1LIYNczsS7MJ592X2qguZF/qsrIvHVMsTAuE1oRYHx/dtKenBKPMaH10v+2a/RXA3if6zRXSsHVTAEHXmJpez1rmHvCYElEnLu/H8AqPEDvIlf54vJfHX72T+knHs7TiAggdGd+3zj6RqX1epuJFtU2lszJNsxJmd7iZ5D5qeVhYjCWqCt3dBt3dMNwKUjmkrdttumJ5vRout4rDkcVmSyFLCQQxZlpBtB5UdXTcM8cLm80SFmOJJSzGGFn2k8uN7mqjxbGPJjiJOBYRUhbQKU4pZF/aY7kvHfM4DFjcnmP1prFxpbmt6HGE1v1PvlvcAUjtXVhsDiaYv5djvufvxfOB/yUePfBJfjJmx+m9FJ/4N/oOIfPSnsb17Glcz7JFH6UuOxMjcWQIDAA5K1Dd6KSaGk4UqumtUGn2RGiIt9HVe/BFDS0sxoNEAhIJnaFWEDcjWUH8fgGfz8Dj0XC6VBz2fCyIGAchiq5H8laQia0PI8s+RNE2oWM41rGExRhjsxVZwsJirwy4L82mvT/7Us5Jc9pyX3ovMisnom4Iszo8NivaF5eHqGp9+oDattgckNr78dfcrXxiL8fEbIapwg42UL+XFiOTitlxui/BX/YY0dDwoPED4fW1f2W9y8/7Fn4Gd4cT9CPrf0YwBIraFYoo5ThKSQR02kpiNKidNIda0XVrkcDi6EJVIRw2CIdhwApiB/zD2rrdAn4/eL0GLreKMx8LIssJBLEPw+gPSI8wFr93lrVi7LGExRhjBXBbFNyXbMfTKc+gjWqaNT97MorlvmQBgGwYnBzWWbeuDXUMJ8L/5XwEIXpg/beI+24XEhMIleUY7Z0jHg8+8xsc7/sZ6YO0HKQSdhzujxAo/zuRzpaDOrefZDLKE6/dxaS64zip6kPQeeRYL96NOyIyPeJnOn5yjml0VKZplrrZ091CKr0PZWdhcRSSSBgkCuV3+osTuoGhE35JMq0gfj+4PRoup1mcUFGSiGIcQehD1yOoaje6fuDF3mxKyf4bWRwWlrAYYyxh8d6h333JLB7Xn33JQ0NGIGG5L1nshTpNxL8lwlttY5uz/uqaJoIdrx1w+xZt/1aT1ORyHHsRFmIqzjRnM5sTlSMe3xfphA27aznBysfpbW866PP7aWzaQGPTBk5a+BEmq7Mx4keuwABQ0iK1e1zUUsdJYi3hihwt7gh7Yi30RA4uJa+FxdGMpkFPj0FPD4CIaQGxA8MzOrlc/VaQfFpeZz4WRE7mY0GiaFoYVY2gWBaLMccSFmOMVSTv2CMrldHtWDrMfaklo6Na7ksWB8GyPnhndRuh3NhmDBIEg6/xwEGd05rZ/0S2o8rB5H0cL3nuN9hO/hHZ9MHfXyZpw+a8mGDV4/S2NR70+YNZue5RNrp8nLXw03g63XCYxQXHA1EXKG2zUUoZCykjXqTRWhyjIdtBS6gNqwSVhYVJMmmQTEJ7u8CAFcTFu60gogjLli1mr8FhFqOCJSzGGJu9bKKHYHGIxGyzCNsW0SHPoJ1qmiz3JYtRokQXqN+VYO3u8VmF/n+Tt+Fq33TA7VM2F+EDEBZbizP7FBZitJup/m7eSR+a5TabUlCcF1FU/QQ9rcNT2x4MyWQfT772c2qr53Jy3cUIHUdX+ldPj8TMngAzCZB1zqCjKkWj0E1DdzOZzIG7ghxLvPXWW6xevZpIJAJAWVkZp59+OtOnTx+x/TvvvMPq1avp6OhAVVXKyso444wzhlQu3rVrF0899RSJRIJZs2Zx4YUXIkkSAOl0mt/+9rdceeWV+P3D4wcsjmx0HWw2q4bFWGMJizHGYa+a6CFY7ANNcBB1nEBImT8o+5KHPZb7ksUYsSQl0Ly6k03J8ckRbxd1rkz+6aDOaQnWss/I7Txvebs4fz9tSl/6LdsXfBftEKu551IKguNCimufJNy865D6GExz69s0t77N0uMvZoo+DyN2ZLtHjYQtJVK3200dbk6R6uiuzNLs7GVPtIVI39GV+vNw8Pl8nH322RQVmZ4B69ev5+GHH+bqq6+mrGz4ol5jYyNTpkzhfe97Hw6Hg/Xr1/PQQw/x+c9/nsrKSgzD4NFHH+XUU09l6tSpPPLII6xZs4alS82Cj88//zyLFy+2RMVRjM9nCYuxxhIWY4zDcfD+xRajj+m+tIQueTbtwiSa9WIac06aLfcli3HCo8OClgxr3xnf9KK31a9Had19UOe0eEtAa95vu022EILXgxGL77WN3NnIlJIYO9rdBzWGwWTTMobtAkrq/kV3045D7mcwq9b/g42Of/O+Ez6Nt9N7VLhHjYSoCZS12CmjghOooK9EpTUYY0+6nfbujmPaZWrmzJlDtt///vezevVqWlpaRhQW559//rD227ZtY/v27VRWVpJMJkkmkyxZsgRZlpkxYwZdZtlrmpqaaGtr44Mf/ODY3ZDFmOP1eid6CMc8lrAYYxwOy2IxnpjuSwsHZV8KsNtyX7KYYOZlBeLrulkbGaZgx5SgovKhyB8P+rwWpxf2rhWGoNZXI23cts82la/9nl3Tvop+GBmvclkZw/ggpZOepqtx39c7UNLpOE+99kuqq2axbNJHEI8y96iR8HXL+LqDzCZIxj2L9vIkjXTR0NVMLndsVlIG0HWdLVu2kMvlqK2tPaBzDMMgk8ngdDoBcLlceDwedu3axZQpU2hqauK4445D0zSefPJJLr74YkRRHMvbsBhjLGEx9ljCYoyx26swi8scu6tG440mOIjYF9Ft68++VEGj5b5kcQRiM+DEkMaaDR0TUk7hrslvIDWPnLVpX7TI0gG3Ddf6KNu47zZy01YmnZphT9vhFaZScxJJzqesXiS0553D6mswrW1beaTtZhYv+BDThOMw+o4+96iRsCdEJu/2MBkPp8iTCVdlaLL3sLu3hVh8bLOQjRednZ3ce++9qKqKzWbjsssuo7S09IDOff3118nlcsyda1aJFwSBSy+9lGeeeYann36aadOmsXDhQl599VXq6+uRZZnf//73JJNJli5dWnCRsjh6sITF2GMJizFGkuwoilUk71DIiCX0OJcSkufksy+VmMXjMjpqBhgWr2iJN4sjhymqgH1zhLc6D3Dpf5Spc6Y5LXRwmaD6aeHAJ9Z7Sg0OJEVF9doH2VP5mcP+N9VyEon4uZRPkejcvfnwOnsXqzc+wUbbC7x/8afxdflBPXa+U2RVoLzJQTlVLKGKSJlKiz9KQ6qdju6DF59HCiUlJVxzzTWk02m2bNnC3//+dz7zmc/sV1xs2rSJFStW8PGPfxy3e8BNr66uji984QuF7XA4zMaNG7n66qu57777OOmkk5g2bRq/+tWvmDRpEuXl5WN2bxaji6IoBeuUxdhhCYtxwOGosoTFPojbZtGdd18ysy8F2JNRCFnuSxZHIYJhcEoENq5tJ6tO3Of1FzUvIjT3HdK5LbkDP2+dP8KJB9DOtvUtahd9muY24ZDGNBhNlYjFzqZimkjHzv2YSw6SbDbJv17/NVWVMzil/hLE9mPzOycQkgmEiplHMSnvHNrLEjQaIRpDLajq0WOxkSSpELxdVVVFW1sbK1eu5MILL9zrOZs3b+bxxx/n0ksvZcqUKXttZxgG//znPzn33HMxDIOOjg7mzJmDoihMnjyZhoYGS1gcRVjWivHBEhbjgMNRTSx24Kkej0Us9yWL9wIVukDVtjirmyY2M88if5z5bX85pHMNBNrSBx5gvtLRyjWyDAcwGa3d8ijNgUsOaVzvRldFopH3UTFdpGPH+lHpczBt7dt5pP0WFi34IDPEhRjRo2eyfbA4YyJTYl6m4EVTptBZlaHZFmZ3uJlEMrH/Do4wNG3vsTKbNm3i8ccf55JLLmHGjBn77GfdunW4XC5mzpxJKpUq9K0oCpqmHdOB8cciwaBVsHg8sITFOPBeCuDud1/qkmfTJkyiRS+hMeekyXJfsjjGOTEhsHt1B1vSEz8B/VnpUwgth1bboNtXTlo78HOTYg7qqmH3/ovYOda/QOXHL6W9Y3QWDgxNJNpzJpUzRNq3rx2VPt/N2o1PsVl5kbOWXEmgK3hMuUeNhJQTqGp0UEU1S4UqestVWr1Rdida6eoZ34xm++Pf//4306ZNw+/3k8lk2Lx5Mw0NDVxxxRWAmR42Fovx4Q9/GDBFxd///nfOP/98ampqiMdNN0VZlnE4HEP6TiQSvPzyy3zuc58DwOl0UlJSwsqVK5k6dSp79uzhtNNOG8e7tThcioutqtvjgSUsxoFjUViY7kvHE5Jn0EoNzZb7ksV7FL8hMKchxbrtR4a74zklPUxuffyQz2/xVwIHdy99k4rxHYCwAJjU9AzttnMOYWQjY+gike4zqJop0rZt9aj1O5hsLsUzr99NRflUTp16KVL7sS0u+hEMgaIOhaKOEuZTQtKv01Yap0HtpLmrdZ+WgfEgHo/z2GOPEY/HsdvtlJeXc8UVVzB16tTC8Wh0wHq4Zs0adF3nqaee4qmnnirsP+6441i+fPmQvp9++mmWLVs2pO7B8uXL+fvf/86qVatYtmwZ1dXVY3uDFqNKv8ucxdgiGJYtb8wJhZ5h0+b/mOhhHDSm+9LCvPvSVFqNchpVLw0ZgfhRmvPdwmI0OT4jEl4Toit25FQ+XjXlXsra/n3I5/9z9vv4fnrnQZ1z055FzH541QG33/Sxu+kKjbJlRzAoLnud1q1vjm6/I3D8vPOYpSzBiBy76Vv3R85uEKpM0yh3syfcXHAVsrA4Urniiiv2WpXdYvSwLBbjwJFeJC8jltDrXEKnPIcOYRLNlvuShcU+cRiwuD3Hms0hjqSlmSsq2w5LVAC02B0jFIzcN5uLE8w+iPaTu1+hi5MP7iL7wxAIdy6jerZI6ztvjG7f72L95md4W1nBWYuvJBguhkOsKn40o2QEqhucVFPLSWINvRU5mt0R9sRaCUd6Jnp4FhbDsFyhxgdLWIwDTuekiR4CAHFlBmH7onzxuBqatAANWYXOrOW+ZGFxoMxQBdjQw+ruYf80E853lYcPu4+WQ6j/9Yarg0sPor3nxQcIfuQ0esOjHY8iEO44iZo5Ii1bXhvlvoeSy6V59o17KC2dzBkzLkNqG9PLHdGIukBxm41iyjieMhJBjdbiOA25Dlq62tB16/fEYmIRRZFAIDDRw3hPYAmLcUBR/PlaFmO/iqMLNiL2RXQp8+mUptFilNOketmTEYirBsPT01tf+BYWB4KEwbKwwfp1HeSOQFfAr9ftxhs6/BiDFv3gq4O3yFGE0hKMrgML7hUMgymJNazhuIO+1gH0Tlf7UmrmSrS8/fIY9D+Urq4G/tp1KwvmnM0cx0kYve9d96h+3L0SM3r9zMBP1jGDjsokTVI3DV0tpDPjW33ewgLMjFBW1fTxwRIW44TLVU80OnrCIiuW0ONYTEiZQ7sweVDxOINcxrDclywsRpEaXaB4S4y3Wg+tLsRYIwk616h/HJW+WjK9h3Reur4C+wEKCwDv83/A+6FfEBuDOAUBge62xdTOE2ne/NKo9z8SG7c8zxb5Zc5cciUl4VKM96B71EjY0gJ1e9zU4WaZWEe4MkuzK8KevhZ6o5GJHp7FewQrcHv8sITFOOFyTSEaXXPQ55nuSwsJyTNppZpmLciefvelFOajgPVDZmEx2iyLwdbV7XRnJzYDzr74Yf3b2Nu2HXY/GdlBV/rQFkA6q13UHUR7Uc0yVX+H9Uw7pOsdCF2ti/Li4oUxu8ZgVDXL82/8jpKSOs6Y+Qnk97B71EiIukBpq51SyllEOX3FKm1FMRoyHbR2tVt1ISzGDCu+YvywhMU44XLV7/WY6b60kG7bgnz2pYp89iWRmKpb7ksWFhNAkS4wbXeStbuO7EBUt6zxsdjoWCtai2owyB7SuTtKcgclLAACz96D8+zbScXHrvZHV+vx1M2XaNr03Jhd4910dzfxt+5bmTf7LOY5T7Hco/aCLyzjCweZRZCMaxYdlQkahW4auprJZg/tc2hhMRKWsBg/LGExTrhd9UPcl4ZmX2Iv7kuWgLCwmAhOSAu0rw6xMXHkT27umPwWckvLqPTV4i0D/dD6Wu3t5v0HeY6YTjDN3sim+NjWAwi1zKdugUjTxmfG9DrvZvM7L/KO9BpnLvkkpb3lGFnrO31v2JMCk3Z7mISHU+RJdFdmaXb0sDvSQl/syHRBtDh6sFyhxg9LWIwTMddpfNa4ewT3Jcv0a2FxpOAyYGFLljVbuiZ6KAdEhT3L2eE/jVp/LS4vxA/t3PX2DgSXCyN5cNmyip/9DbZTbyabGltXs1Dz3Ly4+NeYXufdaFqWf6/8PcVFNZwx+xMobVYA6f6QVIHyZjvlVLKYSqKlKq2BPvak2mnv7pjo4VkchVgWi/HD+oYbJya5HNgEYaKHYWFhsRfmZEUq3uo5akQFwP/WvYKYGj1XrRb50NeaNAy0+oO3PIixHqZ5Q4d83YMh1DybugUXjMu13k24p4VHX/sJm2xvIBQpEzKGoxV/l8ycHUVc0DKXT8pn8f7qE5lWVY98GJ9Xi/cOsizj9/snehjvGSxhMU5IgsBUl32ih2FhYfEuFANOC8MxV5MAAIuhSURBVGk0rmihrffoqR48y5NkScfh160YTAuHZzXoqT20H+/SF+5Gto3Pz1GoeSZ1Cy4al2uNxJZtL/PI+h/TVdaBYJcmbBxHK464SP0uD2funsKnMqdzQdkpLKidhcftmeihWRyhBINBBGthd9ywhMU4MtPtmOghWFhYDGKyKjBjY5S31nWg6UeXW+Jdlc8h5BKj2meLGjus8xvKDu08qbuVKcXRw7r2wRBqnkbdguXjdr13o2kqL7x5P0933Ee2WgNrznNISDmByiYHS3dUc1nPUi7xn86JtcdTXnyIH0SLYxLLDWp8sYTFOGIJCwuLIwPBMDglYhB5uY1dHYcYVDCBnByMMqP10VHvtzUdPqzzNwQOPci24tX7EKXxm2GHmqdQt+DDMIErmZFIO4+9+lM2SK8iFFvuUYeDYAgEOxXm7yjmwtb5XGE7izNrljClchKSZFmG3suUlVlCczyxhMU4YgkLC4uJp1wXWLQ9yZo320gfpUXMflL8TwR9dFOYht0lJNWDC7x+NytdbXCI1W3l5m1MLh/fqsyh5nrq5l8yoeICYOuO1/jL2lvoLGtDcFiT4NHA2ScybaeP9+2ZxqdyZ/CB8mXMq5mJy+ma6KFZjDMVFRUTPYT3FJawGEcsYWFhMbEsTQoYr3bwdkNkoodyyFxcHqK6ZfQzG7UEDz/la1RII9RWHfL51av+OO5z/FBzHbXzL0UQJvbnUNc1Xnrzj/yr7V4y1arlHjWKyFmB6kYnJ+2s4RORk/hw8DSW1C2gJGi5yLwXsITF+GIJi3FkstOOXbR+LSwsxhufIXByQ4aNr7TQlxq7YmzjwY3OvyKMQZrqFk9wVPqJTyo55HOVneuorRx/K1JXcw018y5FOERry2gSjXby91d/xjpxBUKJ5R412giGQHG7jeO2l7K8/Xg+4TiLM2oWM6miBvEI+PtbjC52u51gcHS+2ywODOu/aByRBIHpLstqYWExnizICARXdrNuW/dED+Ww+WJNE0Udr45J3y320XERaam0Hdb5NZv/MirjOFi6WqqpmXvZESEuALbvXMmfV99Me0kLgtNyjxor3BGR6Tv9nNMwk0/pZ3Be5cnMrpmOw2H9Vh8LlJeXWxmhxpkj4xv0PcRxXudED8HC4j2Bw4DTOlR2rGihs298fffHAkEwuI4Hx6z/llEKnH6n+PBS9jo2vkJV5cRMBLpaKqme83HEIyTY1zB0Xn7rAZ5s+S3p6pzlHjXGKGmR2j0uTtlZx+V9y7i46DROqJ1Hkd9a8T5asdygxh9LWIwzJ/jcEz0EC4tjnumqyKR1Ed7a0IlxdGWR3Ss3TNqOq3vjmPXfqo+O+FrpPvzKyJN2PTkKIzk0ulsrqJr1CaQjqPharK+Lf7x6O2uMF6D0yBnXsYyoC5S22Vi4o5yPdC7i4+4zObV2EbVl1dYK+FGEJSzGH0tYjDMLfVZGCguLsUI0DE7r0el4qYXGrtGt8TCR2EWdT6f+OKbXaMlGRqWf3XIvQnHRYfXhXPUkZeUTZzXobiujcuYnkJQjK8Zh5563+PNbN9Na3Gi5R40znrDErB1Bzmuaxac4k3OqTmJm9VTsdqvw7ZFMZWXlRA/hPYclLMaZmW4HHsl62y0sRpsqXWDBljhvvdVOTjtGzBR5bp2yHiW6e8z6z4kKnYdZw2Iw2frD/zGv73jp8AdyGHS3lVIx4xNIyuHFjIw6hsGrqx/myaa7SVVnLfeoCcCWEpm0281puyZzRfwULio5lYW1c/H7Dq3yvMXYIEnShNawuOWWW1iyZAler5eysjKWL1/Otm3bhrQxDIP/+q//oqqqCqfTyZlnnsnbb79dON7T08O1117LzJkzcblc1NXV8dWvfpVodKCgaENDA1dddRX19fU4nU6mTp3KjTfeSDabHbd7HYw1wx1nREHgeK9ltbCwGE1OikHm5Xa2thx6gbYjlaCicmHv2For2opq0I3Ry8YUqj787zj3iocpKplYt59wWwnl0y5Hth1h4gKIxcM8/uodvKU/D2WWe9REIWoCZS12TthRwaWhxVzqOYNTahdRVVppuUxNMBUVFRNaHHHFihV8+ctfZuXKlTz33HOoqsq5555LIjFgTb/tttu4/fbb+cUvfsFbb71FRUUF55xzDrFYDIC2tjba2tr46U9/yqZNm/jDH/7A008/zVVXXVXoY+vWrei6zt13383bb7/NHXfcwW9+8xu+//3vj/s9AwiGcax4IB893Lyrjf9tCk30MCwsjnqCBszYnWLDzp6JHsqYcf/0Vzij+ddjeo3XppzINUb7qPX35dB8zrh33WH303fu51mdXTgKIzo8iip66dr9ELnMEZoEQBA4ZdGl1KanYySP7nTKxxJpt057RZImo4uGrmZyudEtammxb5YsWcIFF1ww0cMo0NXVRVlZGStWrOD000/HMAyqqqq47rrr+M53vgNAJpOhvLycW2+9lauvvnrEfh555BE++clPkkgkkPcSC/aTn/yEX//61+zePXaW7r1hWSwmgBP8VgD3sUDXJz5I5/sWDnv03XXLiO3TL/+b3m9dQ+jDZxH60Kn0fOVKMm+9PqRNZvVKuq+8mNCFpxH98X9iDPoh0uMxuq+8GK1z9CaARzML0yLO17uOaVFR50xzeuiBMb9Oi2t0XTjW+Ebnb+L99x/wBSc+zqGnI0hJ/eUojiM0q59h8Nqav/DPhl+RrE5bv+xHCI6ESP0uD2fsrueK1Gl8qOwUjqudjdfjneihvSeoqjr0Yp1jQb/7UlGRGYO2Z88eOjo6OPfccwtt7HY7Z5xxBq+//vqIffT34/P59ioq+tv0X2e8seynE8AiK4D7mKD413/C0AfcR9Q9O4l860s4zjhnxPa5jWuxnXASnquuRfB4SD39OJEbvkbRL/+IMn0Whq4Tvfn7uD/xWeyLlxG56VuknnwU1/LLAIj/9i6cF34Uqfy9HYzmNOCEthyrNx/7Vr+f176I0DT27l0toxykvNrejmC3Y2Qyh9WPoKlMzW1mHTNHaWSHTm9ngOJJl9PT9BDZVHKihzMiiUQv/3z1LibXHceJlR+CkGW9OFKQVYGKJgcVVLGEKiLlKi2+KA3JNjrCx/532URQXV090UMoYBgG119/Paeeeirz5s0DoKPDzKBXXl4+pG15eTmNjY0j9hMOh/nhD3+4V2sGwK5du/j5z3/Oz372s1Ea/cFhCYsJoNSmUOuw0ZyemMAai9FBDAxdDUg+eB9SVS3KcSeM2N77lW8N3f78tWRee4nMGytMYRGNYER6cV38MQSbHfuyM1AbTTNmdvN6ctu24P3q98bmZo4SZuVE1PVhVvccmRO70eR4X5wFbY+My7VaBG1U+1MFHb1+EsLWXYfdV+DZe3CddxfJ2MRPkiMhP8Hay4m0PEQmeeRmHWto2kBD0wZOXnQJk3KzMOIT/95ZDCXQKRPoLGYexaS9Om3lCRq0EE1dLaiq9fc6XBRFoaSkZKKHUeArX/kKGzdu5NVXhxc4fXcsjmEYI8bn9PX1ccEFFzBnzhxuvPHGEa/T1tbG+eefz6WXXsrnP//50Rn8QWIZTCcIy2pxbGHkcqSefwrnBy4+4IA9Q9cxUklEr+mGIgSCiMUlZN56AyOTJrdxLfKU6Ri5HLE7b8b39RsQjpDCXeONbBic1qXT/FILLe8BUQFwR/lTCOr4+PS3qKM/SY7UBUalHyGbZpo8/n7CeyPa5SNQfQV2t2eih7Jf3lj7Nx7f9XMSVSkQrUDiIxVHTGTKTi/v2zOVT2ZP54PlpzC/ZhZul+U2fahUVlYiikfGFPfaa6/l8ccf58UXX6Smpqawv7/GRr/lop9QKDTMihGLxTj//PPxeDw89thjKCNYmdva2jjrrLM4+eSTueeee8bgTg6MI+Ndfw9ygiUsjikyr72IEY/hOO/CAz4n+Zc/YqRTOM40/SsFQcD/g9tI/Om3dH/2EuTps3B+4GISD/0e28KlCDYHPdd+hu4rl5N87OGxupUjjjpNYNamGG+tbUfT3xu5Jt5f3MPkln+O2/Va0t2j3mdj2ej9vBQ9dzd215EjqqPdHvyVl+Pw+CZ6KPslmezjidf+lzcyT2BMYG0QiwNDzgpUNTo4cWc1H+89kY8ETmdp3QLKio6c1fejgbq6uokeAoZh8JWvfIVHH32UF154gfr6+iHH6+vrqaio4Lnnnivsy2azrFixgmXLlhX2/f/27jy8iTr/A/h7ct9p0zZJ0zZtKeUo92WhXEWlgnjggQeKsust4KKux+ruCj9XUHQ9cb3WxWtBRVFYDwQFqoCFcpT7pkDTNr3vNk2TzO+ParGWQtsc30zyeT1PHjWZzrzHNsl85nvV1tYiKysLMpkMa9asgUKh6HCswsJCZGZmYvjw4Vi2bBnTooq6QjEynFbgDilN33wJ2UVjIY7u2pzZTT98i/oP3kTE0y9BFHm2S5Vs0DBEvXF2sK6r4DQc67+G4e2PUfWnO6C6fibko8ai/I7rIR08HNKUPj4/l2AytgY4uLMYpS2+7aoT7BbrvwDXEJhzrlFFor7F9y0W+yLrMNRH+xLVVyNFbcfBxhgf7dF7tRUaaE03g+M+RlNdzYV/gLEztv04Y9uP9KHTkeweQN2jBIDjORjsUhjsMRiMGDTq3SiKacApVwkKygrhdofX52J3JCUlsY6AOXPmYPny5Vi9ejW0Wm1by4Rer4dSqQTHcZg/fz4WLVqE1NRUpKamYtGiRVCpVJg5cyaA1paKrKwsNDY24qOPPkJtbS1qa1vH3cXExEAsFqOoqAiZmZmwWq144YUXUFZW1paBxcrjVFgwMkirhIzj4KTZfgXPbS+Cc9c26Be+0KXtHRu/Q+0L/4eIp5ZAPmJ0p9vxPI/aF5+G5t6HAI8HruOHoZhwKTiFErLBI9CyZ2fIFhYxHiDxeCN25lexjhJwM2OLYSz6IWDHs0XEAfD9APGtqiLM4jjAR59xxh/exLFRT6Gl2XfrbXirrlINTUxrcdFYW806Tpdsy/sSe5QbcPHw26At0QBBspjkB7u/xIe7v4StpvXiq090MuZn3I5JKZ1/Rr63axXe37kKBbV2xOlMmDdmFq4fOKXt9R/zc/HX9S+hvKEKl/UZh+emPAqZuLULSW1zPa54/26suOklxOlMnR0iqKhqxOhdo0Nv6NAi742SWAfOSMqRX1GApqYm1vGChkgkQkJCAusYeOON1mnCMzMz2z2/bNkyzJ49GwDw6KOPoqmpCffffz+qqqqQnp6OdevWQattnTls586d2LZtGwCgd+/e7faTn5+PpKQkrFu3DsePH8fx48fbdbUCWq8jAo0KC0bkIhHSNErk1YVHf/FQ1rR2DUQRBshHj7/wtj98i9rnF0L/18UX3L7pmy8g0umhGJsJT13rhR/vcrUutOt2tZuRKpSMauJQsKME+xvDc873x6WB7eZWoIkCWnxfWFSIGsHFmcHbfDM9sqjSjl6R1ThiD67uR/VVKmiibwYn+gQN1cKY+tjRVItvtixFXFx/ZFivgcjO/s53rDYGf5l4D5IiWy+MVu5fiztWPYFvZ7+LvjHJHbb/YPeXeC77bTw35REMie2PvKJDeOy7JdArtJjceyw8vAcPfPU07k+/BROTL8K9X/4Ny/f8D7OHXwsAWLzpTdw69GrBFBW/J23mEH9KiXgkYLQoHpXmFtjU1civK0SFQP4O/SU2NhZyuZx1jC5d1HMchwULFmDBggXnfD0zM/OC+5k9e3ZboRIMaIwFQzTOQvh4jwdNa1dDkXUFOHH7Or3unVdRs/ivbf/d9MO3qH3279De9xCkaYPgriyHu7Icnvq6Dvv1VFWi4aN/Qzu3ddEckVYHcWIyGj9fDueBPXDu2g7ZgCH+PbkA03iAjDPN2PejDdVhWlTMt56ErjQ3oMe0Kfz3OdSQ1LWugV1l+vEdiMTBNwi5vkoJecRN0AisH3xh4SGs/HkRTuoOgtOyvc84ufdYXJwyBr0MCehlSMBjE+6CSqbE7qID59x+1f7vcMvQq3BV/0uQGGHB1WmX4KZB0/BGznIAQGVjDSoaq3Hb8OnoG5OMyaljcaz8FAAg17YPe+xHcMfI6wN1en4l8nCILpJh6DEjrrEPw02qTEyIH4kEU1zQDGAOpGDoBhXOwu8vLojQzFDC59y5DZ5SO5RTp3d4zVNZDnfp2dkemr76HHC7UPfKYpRfP7ntUff68x1+tnbpEqhvuA3imLMXZvpH/w+Ojd+h+sk/QXXjbZD2H+iXc2JhoJND9PYK7Drk+0HEQiHmPLjX9VHAj2uT+O9roDjWt3cNJUUnkWwMzi4fjTUKyLQ3QBMVPONAuip3z//wxdGXUWepB4KgcHN73Fh98Ac0tTgwPO7cn3NOdwvkYlm75xRSOfKKD6HF7UKUKgJGTRR+zM9FU0szthfsRX9jCpzuFjyx7p9YnPUwxKLQHMyuqRSjz3E9LjvdD7d6MpEVOxr94noHxV38QKDCgi2OZ9EBiwAATjc1Iz3nEOsYhDAj44H0Ujd27rEjTCZ86tQzvfbjlqJFAT/unUMvxbaao37Z9+1VaZj25l6f7rOl12BsTroHfJD2BFRqHXA3fo7a8hLWUXokztIXGUnXQlQc+P/Bh8pOYPqH96PZ5YRapsRrV/4NF6eMOee2z2a/jZX7vsGy65/DIFMf7LUfwezPHkN5YxV2zFkFkyYa2217sfCHpahqqsakXqOx4JIH8HrOR6h21OHmwVfg8e+eR2VTDf4w/FrMHnFdgM828DxiHhWxThQoq3GyxoZqgYwL6g6O4/D444+HTREVjKiwYGzUzwdpoTwSllJcHGT7qpFfWs86CnNqsQd7ov4CSW1BwI89ZcAoFDb65yK4b0sUnn7B9/s+MfMVnC4K3iGCCo0TfPPnqCn1zfgSFkYMnoZUbij42sDNHuV0t6CwtgS1jnp8ezQbK/Z8hZUzX0Of6KQO2za1NOOv61/CqgPfgeeBaHUkrh0wGW9sW4Hdc1cjWh3Z4WdOVhbg9s8exdrZ7+L65fNwx8gZyExOx6X/uR0rbnwJ/Y0pATjL4FEb5UahoRanmu0oKitmMtDX1ywWC+6++27WMcIadYVibJJByzoCIQEl4nmMq+JRll1ERcUv/pmcy6SocIkkKGmq8Nv+j0grwOl9P9g6fs8nPt+nLznqZeBk10FvimMdpcd27v0aqw69hJrYWkASmO5RMrEUyZHxGBLbD49PvAdpxt74z45zrz6vlMrxz8sfx9GH1uPnez/BtvtWIl4fC41MBYNK32F7nufx2Nrn8bdJc+DheewvOYZpfTMRrY7E6IShyCnI8/PZBR9dhRj9j0Vi6pn+uJWbhEst6egT1wsymezCPxykqBsUe1RYMJZJhQUJI2Y3hyGHG7BjexGcriDtyxJgZrkTWRWBH1sBAMURFrh4/96Rbunl+4tr+YGtiLP4fLc+5WiQAZJrEGGOv/DGQcrpbMTarW8gu+4zuGMDf7nAg0ez+/wTOUjFEsTqjBCLxFhz6AdckpIBEdcx68d7v0akUoes1HFw/9KPrsXjavun28N+ZiyW5I0ckk5qMOFEMm5pHIcrYsZhaEIadNrgmoXtQqiwYI8KC8bGRWoDdTOIEKZG1wPuzXYcOhP8i4kF0ivWzRD5sdXgfAr1/l88qTxO45f9Wo+u8ct+fam5UQaP6BpEWhJZR/GK3X4cn21djKPqPeD0Ur8c49nst7GtYA8KaopxqOwEnvvxHfx8Jg/XpE3+5fW3MP+rZ9q2P1lZgFUH1iG/sgC7iw7i/tULcKQsH49NvKvDvssbqvDq1g+w8NI/AQAiFFqkRiXi3dyV2Fm4H1tO78SITgaJhyOxi4O5QI6Rx2JxQ9kozNBOxJiEYYiNDvxia93BcVxQrLgd7oK3k2qY0EnEGK5TY3uN71e+JSQYRHiAfqcdyDvK5uI5mPVRN+Ei+wpmx7epdECj/cIbeuGE0QN/XI4od3wH003XoCQI1mA4H2eTFFLlVTDEfYXKwnzWcbyye/9a7JduwsWjbkdEuQFo8V2rY3lDJeZ/9QxKGyqglavRPyYFH854HhOSRwEASuorUFh7dryO2+PG29s/wYnKM5CKJBiTOAxf3vovJOhjO+z7qR9exT0X3YhY7dkZu/55+V/w0NeL8J+dn+Pei27GMEuaz84l1OjLJNCXGTAABjg0/VFsasRpvhSnSgvgcgXPCu6xsbFQKBSsY4Q9GrwdBF48ZceSfP9+uRPCwrBmDuU7y1BW18w6SlBam7oa/QrYjRd4edg0vFu9z6/HmNBkxdyXT/pl3w3jZ2CbONMv+/Y1mcIFqfgrVNj88/8i0EzGFIzvfT3Ewh2fTrzklvIotTTjjKwC+ZUFqG9ge4M0IyMDWVlZTDMQ6goVFDIjaZwFCS0KHhhf1IJDm2xUVHRiTGQN+hauYprBxvl/nMs2RSEg9U/3GfVPKxEVI4yGd6dDAmfLFYi2prKO4hMlpSfw2dbncFi1C1yEf36/JLiJWzjEnlYg/VgcbqxMx3X6CUhPGAojo7VcEhOF3eUwVFBhEQSG6lSIlITmQj0k/PRt4ZCwswq5+0pZRwlqz0d9Bc7DdoVxm7vR78do5txAkv8GMCdX/ey3fftai1MCR/PliEnswzqKz+w5sB6f7VuCSnMlIKVLinDF8RwiS6QYdCwKVxUOxkz5JGTGj0Ky2Qqx2P/XNxzHUWERJOhTIAiIOA7jaXYoInBi8Bhf7kHhpkIUVPj/glXIrjSWIc72DesYsDkCM+6lJtHgt31rN3wIvUE4d8xdTjEam6bCmNSfdRSfcbmcWP/zO9hQuQKuIJ+tiwSGqkaE3sd1uORUKma1TMRUUwYGxPeFSqnyy/ESEhJofEWQoMIiSFB3KCJkCW4OA/bVI3dnMVzhvoR2FyxUfwYObP8/1Sn0qHHWBuRYBUb/fdVwHjd6Ne/x2/79wd0iRkNjFky9BrCO4lNl5afw+ZbncFCRCy5SOMUe8S+Jk0PcaSXGHI/HzdWjcU3kBIxKGIzoyCifHSM1NTS6GIYCKiyCBK1nQYQqoxao/7EYR4sCc5EqdHfGF8BQ/BPrGLBFBm7xtn2R/l0IUb/+31DrhDHW4lfuFjHq6ibDlDKIdRSf23doA1buWYIKUxk4GV1mkLM4nkNUsRRDjsVgevFQ3KTMxIT4kUg0J0Ak6vnfSp8+odO9UOjoHR8kLAoZ+qioGY8IRxTPYdSxRuz6uRBNzuCe8jOYPITlrCMAAGxa390tvJAtmiK/7l/kbEaK6Lhfj+EPHpcIdTWXwNx7COsoPud2O/F9zn+wvvwjtFioFZOcm6ZKjD7H9Zh8qg9u9WTistgx6B+f2q1uTTqdDiaTyY8pSXdQYRFEqNWCCMXIJg6yLaXYd7KKdRRBeTLpCFTlwdFtx6ZQB+xYpaIGcGajX49hWP8WFGphtVoAgMctQk31JMT2Gc46il9UVBRg1ZYl2C/LASegsTAk8GQODgn5Kow9bsXM2gxMjxqPEdaBiNRHnvfnqLUiuFBhEUSosCDBTs0DYwuc2P+jDVUNTtZxBEUu8uB2x4esY7QpDPBMdE3J/r2jKGqoRYrS5tdj+AvvFqG6YgIsfUeyjuI3B45kY2XesygzlYCT06UHOT+Rh0N0oQzDjppwXclw3KjKxLiEEYg3WsBxXLttaXxFcKF3dxAZE6GBQsRdeENCGBjgFMG4vRI7D5axjiJIi5P3QFYdPIuj2fjATnVrtyj9fozoH96CVKAXrbxHhKqy8YjrdxHrKH7jdruwIec9rCt5H06L/9dQIaFDWylGv2MRmHKmP2YhE5Mto9E3LgVqlRrJycms45HfEOYncIhSikW4SB+47gmEdIWUB8aXupG/qQDF1U2s4wiSXurC1dXB01oBALaWmoAe70i0/1u4xFWlSIkIzBS6/sDzHCpKxyKu/2jWUfyqsqoIX2x5HnulW8BFUfco0j2yJhEST6ox/kQSZhunQiaTsY5EfoMKiyBzSZSOdQRC2iS7REjdU4Pc3XbQLLI990pSDsQNdtYx2ng4EYqaygN6zFxNYBZMNG56B2IhL9TGc6iwj0F8WgbrJH536OhmfLprMUqNdnByWiSWdJ8qLZp1BPI7Av70DU1XxkSAOkMR1jiex7hqHpXZhThZ4t+pQkNdvKIZE0v/yzpGOyV6C1oCvOr3PmkpOK3G78eRlJxGrxih/81yKCtOR/yA8ayD+J3H48bGbe9jrf0/aI5zg74ASZdxgCLNf4tvkp6hwiLIWBQyjNRRdyjCjtnDYfiRRuzYVoRmF/WD9tbShI3gmgPb7ehCbHpzwI/Jc4ArOTBrZ5i3vgeRwMerceBQVjQSCQMmso4SENXVdny5+QXsFv0IRFP3KHJhskQdxBrqBhVsqLAIQlebIlhHIGEqvYGD+yc7DpyuZh0lJAzW1WNI8aesY3RgU0cwOW5FfGBmvpOeOoBEs/BnLWstLkYgYeDFrKMEzNHjP+PTHYtgjykEp6DuUaRzyrTArcVDuo4KiyB0RUwE/WJIQOl5DmNONWPPZhvqHC7WcULGy8ZvwbkcrGN0UCCTMzluvn+XsmgnbveKkOlWU1Y4FAmDLmUdI2B43oPs7R/h28J/wxHnCpnfI/Et5QAqLIIRXb8GIbNcSrNDkYAZ0sxBn1OG3UcCO5g31F0cVYXkwjWsY5yTTcRmJP5ufXXAjiU7tA0JsaEz40CZbTCsg7NYxwiomtpSrN78T+zCRiBGeIsfEv+RmlWQRPl/CmvSfVRYBKmrTedfaZIQbyl4YHyxC0ezbSitbWYdJ+Qs1n8BjnezjnFOhe5GJsfNURQCksBdICYc/jJgxwqE0oKBsA6ewjpGwB07uR2f5i5GUfQZcErqHkUABXWDClpUWASpK2L0EFPzL/GTVJcI1l3VyN1bAj50buoGjZtii2Eq+p51jE7ZmquYHLdR1AJYLQE7nmLX94iNDa2vudKCNFgHT2MdI+B43oOfclfg64K30RTnpO5RYU45gKaZDVah9YkbQmJkUozR+39qRhJeRDyP8RUe2DfZcKa8gXWckPWE7BPWETrVKFOjklFhAQB11sDeabSe/i6gxwuE0oK+sA6+knUMJurqyrFm80vYwf9A3aPClCRaCVkcXR8FKyosgthVxgjWEUgIiXNzGHSwHrk7itHipmYKf/mT9SR0JdtZx+iULTKe7fHNgZ1KVL31S0QbQ+8CtLQgFdbBV7OOwcyJ/B34JHcRbFGnwKmoe1Q4UQ0L4CwQpNuosAhi02IiIKHmXuIDY+oAx0/FOGKrZR0lpIk5D+5zBddieL9n08UwPf6BqMCP70gu3xzwYwZCaUEKrIOvAbgw/aLgeWzZ8Qm+Ov0GmuKa6YomHHCAajgVFsGM3oZBLEomwbiIwMz7TkKTwcMh/UQTdm8tRENzcA4kDiULkw9BUXmIdYzzsinYdiHIUdsDfkzNxo8QERWai66VFiTDOuja8C0uANTXV2HN5pex3fUdEIKtU+QsebIekkgF6xjkPKiwCHLUHYr01HAHB8XPpdhzvJJ1lLCgFntwU/0HrGNckE3CttvIGXE1uJjADrzkeB4pjbsCesxAKi1IhHXQ9eC48P5Kzz+dh0+2PYOCyBPg1FRghCLVcBPrCOQCwvtTSAAuj9FDGsZ3okj3KXlgnM2Jg9k2VNYLf/VhoXghOReS2gLWMS7IhhbWEeBINgf8mNr1/4FGH5qtFgBQWpCA+EEzwr64AICtuz7DmpNL0WBxACL6/gwVnEwE5SCaDSrY0SdQkIuQSjA+kmY/IF3Tv4WDZUcldhwoYx0lrBjlLbisIrjHVvzK1lLHOgJKLaqAH1PkcqI3Dgf8uIFUVhCH+IE3ghPRV3tjYw2+2vIKcpzfgDfR4O5QoBwQDZGcfpfBjj59BOBqIy2WR85PwvMYX+bGmU2FKKxsYh0n7Lxm3QxRU/CvXM6DQ5GDfc6j0WxaTSK+ewtKTWh3kSmzxSIu7SaIxHQBBgCnC/bi05xFOB1xDFyI/+5DHQ3aFgYqLARgaowecmrOJZ1IcnPot68OubvscHtoGtlAS1U34aKS5axjdEmZ3oxmN/tV1nfo2BQ3IkcDesvPMDl2IJUXmmHpfxNEYrqQ/lXO7lVYc+I11FsaQavPCo9YL4M8JYJ1DNIF9KkjADqJGJdF67GmtJp1FBJEOJ5HRi2HAzuLYG/xsI4Ttl61rAdXIIzFBm06M4AK1jGQJ7eDUyrBNwW+dS1q/ZuQZTwDpyO0Z0krLzQhtt/NsB9ZAbfL5bP9bj1+Gj+fOI3KhtbfnVmvwaVpqegf2/nd5F2nC7Hx8AmU1zdAIZWirzkGVw7pD7VcBgA4ai/Dql0HUN/cjAEWE2aMHAyJuPW+Z5OzBa98vwX3TExHpFrpVfbGxlp8veU1JMQNwBjr1eDsof03EEpUw4zg6AarIFCLhUDcEhvY1WpJcDN6OIw42oSdOYVwUFHBTHpELfoVfs46RpfZNMHRrdINHu5ebBbqE9VWIEUfHmOQKopiYO4zE2KpzGf71KsUuHxwP8yfPBbzJ49Fb2MU3tuyA/aac4/dyS+rxIrtebgoOQF/vmwibhszHAWV1Vi5Yy8AwMPz+O+2PIxJsWLuxRkoqKzGtpNnW5W+3nsYY1KsXhcVv1VQeACf/rwI+frD4LR0f1UIaDYo4aDCQiAmRGqQoPDdlwMRrosaOXCbS7D/VBXrKGHvhej/gfOwn2Wpq2yy4Jn/vSpBz+zYxg1vQSINj6+/iuJomFJvhkTmm++PARYT+scaEaPVIEarwdRB/SCTSHC64tyfR6crqmBQqTC+TzKiNCokxxgwJsWKgsoaAEBDsxMNzU5k9E6EWa9FmsWEktp6AEB+eSVsVTUYn5rsk+y/tz1vNb48+grqLPXUPSqISRO0kBoDP+ED6Znw+GQNARzH4eZYA+sYhCEtD2Scbsben2yoaRLOxWyouiKmHPG2b1jH6BZbEI3nPWVkdyEnLrOhV3T4rEJfWRwFY8pMSOW+LSw9Hh67zxTB6XIjMercrWFJ0ZGobnLgUHEpeJ5HnaMZe232tq5TGrkMOoUcR+3laHG5kV9eidgILVxuD1bt3I/rRgyEyI9dYByOenyz5XVsbvwSHnMQvUFIGzUN2hYUjud5Gu0pEEUOJ0blHISbfmNhZ5BThNpdZSipcbCOQn6xM/lNRBX/yDpGt9w2ZBJ2155gHQMAMLUhBX949Qiz47dY+2JL6p/gCaMP1EhTNcpPLUeLw7vPkeLqWry2YStcbg9kEjFuGT3svGMs9hQU49PcPWhxe+DheQywmHBbxnCIf5kWN7+sEqvzDqLB6UR/sxFXD0vDD4dOoMnZgvReCfhsxz40OJ0Y2zsJ41KTvMp+ISMHX4He3BDwtb4bl0K8IOZgeTIdIlXorkETaqiwEJhb9pzED5Xhc6ct3Ml54KISF3bsLQG9U4PHHXEF+FvFY6xjdNvF/YeizBEcK7HreQXeWdIIeNiNETo18yWcLAqvLqYRxhpUnlkBZ1Njj/fhcntQ3diEppYW7LPZsS2/APdljoZZr+2wrb2mDm9nb8P4Psnoa45BnaMZX+05hASDHjeMGnLO/ZfV1ePdn3Lx4OTx+NfGn9t+9oXvfsQ9E9NhidD1OHtXyGQqXDLydujK9ICLPnhZUg6IQtSsNNYxSDdQVyiBucVC3aHCRYqLQ3JeNXL3UFERbB4SrWAdodscUiXKHcEzLqeGc4BLsDDNYNnxX3Bh1rW+ulQPg3UmZMqe91mXiEWI1qqRYIjA5YP7waLXYvOxU+fcdsPhE0iKjsSkfimwROjQ1xyDa4cPxPZ8G2qbOrac8DyPlTv24cohaeDBo7C6FoPjY6FVyJESY8DJMv/PauZ0NuLbrW/gp/pV8MTSZRJLqhE0aFto6B0jMFlRehhlNItFKBPxPMZV8ijdVIhTpcKYxjScPJF0FOqyPNYxuq0wMh48gqtCrU+MYXp82dEdSIgNv1nVqkt1iIy/BXK1xif74wG4Oml5anG5wf2uevv1v8/117g9vwBqmQwD4kz4dVke9y/7dnt4BHKpnqLio1i5dTGOavaC09P3bqCJ1FIo+gbHTHak66iwEBiJiMPNNPVsyIr1cBh8qAE7covQEkZ9v4VCKuIx2/Eh6xg9YtOyvYg/l0Iz+37TCQeEM12wL9WUa6G3zIRC071uRd/sPYyTZZWobGhEcXUtvt13GCfKKjDcaml7fcW2vLbt0yxG7LPZsfX4aVTUNyK/vBJf7j6ABEME9Mr2g8nrHM34/uBxTB82AACgkklh1Gnw07F8nCqvwvHSciR1Mkjcn3bv+xarDryI6thqQBJmTVwMqYbGgBPTZarQUAkuQLMsUXjtdAnC7z5baBtdDxzfYcfhZho0GKyeS86DrDA4Bj93l02lBepZp2jvYFQj+jDOIN+zCZabb0BRcfgV8rXlGujMN4Er+RhNdV0bu1ff3IwV2/JQ62iGQiqBRa/FXeMvQh9za+Fa62hGVePZhQ9HJSeg2eXCluOn8L89B6GUStHbGIVpg/t32Pfq3QcxsW8v6FVnC46bRg3Bx9vzsPnYKUzsmwJrVIR3J91DzpYmfLf1LZhNKRiXMgPiMPx7CSgOUKfHsk5BeoAGbwvUbXtPYl0FDeIOBZE80Dffgbxj7FdEJp3TS13YpXsU4gY76yg98tywafioeh/rGO2kuAxY/Hwp6xhoTL8SOcoprGMwozE0orHsYzTWVrOOIhhDB16GftJR4Ktp6m9/kKdGIOaOQaxjkB6gNiaBmh0XzToC8YFhDg6qrWVUVAjAy0nbBFtUAIANwdcSdkJSCc7Avg+1atv/EGMK3zUM6itVUEXdDFUETQ7SVXn7v8Pn+19AlbkKCJPFFgNJMzaOdQTSQ/RuEKhJBi2SlOE1TWIoUfDAuKIWHMq2oaLeyToOuYB4RTMySz9iHcMrNleQ9YP6hTM5OLo7JJdks47AVH21EsqIG6GOpJtWXdXS4sC6n9/GhqoVcLOd4CykSKIUNGhbwKiwECiO43Cbhb4AhKhfiwjxO6uwYx/7LiCka16zbgLXXMM6hlcKHeWsI5xTabyadQQAgDr7Y0RGsx9MzlJDjRIK/Q3QGIJvoH8wKys7hc+2PIdDyp3gIsP7b8gX1GMsHWYSI8Ih2MJi8eLFGDVqFLRaLYxGI6ZPn44jR9qv4srzPBYsWACLxQKlUonMzEwcOHCg3TZvv/02MjMzodPpwHEcqqurOz1mc3Mzhg4dCo7jkJeX54ez6p6bYw1QiOjNJxQSnsf4cg9sm2ywVfR8cSoSWIO0DRha9CnrGF4p18SgydV04Q0ZOB7tZh0BAMDxPHrV5bKOwVxDjQJSzQxoo2n9gO7ae/B7fLZ3CSrMFeCoe1SPcHIx1CPpb0/IBPuXn52djTlz5iAnJwfr16+Hy+VCVlYWGhrOzvu/ZMkSvPjii1i6dClyc3NhNpsxefJk1NXVtW3T2NiIKVOm4IknnrjgMR999FFYLMHT3hkpleAqYwTrGKQLrG4R+u+vQ+7OYrgCORE78drLpm/BBelFeVfZIoPnc+v3dumCYyVwANB9vwzaCLrj3FSngER1PXQxwdFNTUhcLie+//nf+L7yv2ix0Gd9d6mGGyFS0ISlQhYys0KVlZXBaDQiOzsbEyZMAM/zsFgsmD9/Ph577DEArS0OJpMJzz33HO655552P79p0yZMmjQJVVVViIiI6LD/b7/9Fg899BA+//xzDBgwALt378bQoUMDcGbnt7+uEZfuOMo6BjmPjFrg0A47mlqC484s6bqLo6rwbuMD4Hhh/+6+6jcJf2kOzmlyJbwIK17iwDc3s44CAKi8cj7y6lJZxwgKSnUzPM4vUFNaxDqKYA3sn4mBqnHgK2n2qAviANNDIyCN6fmq8IQ9wbZY/F5NTWv/Z4OhdVaL/Px82O12ZGVltW0jl8sxceJEbN26tVv7LikpwV133YUPP/wQKlVw/cEP1KowyaBlHYOcQ7SHw6hjjdj1cyEVFQK1SP+l4IsKALDJlawjdMrFeeBJjmcdo03kureg0tIdUwBoapADsusQYQ6e34/Q7D+0CSvzlqDcVAZOFjKXXH6h6BNJRUUICIm/cp7n8dBDD2HcuHEYOHAgAMBub50W0mRq31fPZDK1vdbVfc+ePRv33nsvRo4c6bvQPjTPSv0Rg82oJg6SLSXYd7KKdRTSQzfG2mEuWs86hk/Ygnwm1WprBOsIbbjmJqRIT7GOETSaG6TgxdcgMtbKOopgud1O/JDzH6wr+wAtFlratjOa8VTAhoKQKCzmzp2LvXv3YsWKFR1e+/3MAjzPd2u2gddeew21tbX4y1/+4nVOf8mI1GCkjqr8YKDmgbFnnNj3ow3VjdT0LWRPyj5hHcFnCj3B0c2oM6eNwfVVFLXuDciVQV6NBVBzoxRuTIchLol1FEGrrCzEqi3PY5/sZ3AGGsvzW9I4DRS9I1jHID4QXJ/mPTBv3jysWbMGGzduRHz82WrXbDYDQIfWidLS0g6tGOezYcMG5OTkQC6XQyKRoHfv3gCAkSNH4vbbb/fBGfjGXGq1YG6gk0PM9grsPFTGOgrx0jxrPnQl21jH8Bmbs5p1hPPaF1l34Y0CSFRfjRStcBdD9AenQwKX5ypExfdiHUXwDh75ESvznkWZ0Q5OTgUsAGjH04J4oUKwhQXP85g7dy5WrVqFDRs2IDk5ud3rycnJMJvNWL/+bFcGp9OJ7OxsZGRkdPk4r776Kvbs2YO8vDzk5eXhm2++AQB88skneOaZZ3xzMj5wWbQOfdUK1jHCkowHxpe4cXKTDfZqB+s4xEscx2OO+7+sY/hMi1iGUkdwr+y+VVUEBNm89TE/vAUJ9Ylvx+mQwOm6EtEJvVlHETy324UN297HWvsyOOPcQHD9+QeUOEIO5SBaOyVUCHaE2pw5c7B8+XKsXr0aWq22rWVCr9dDqVSC4zjMnz8fixYtQmpqKlJTU7Fo0SKoVCrMnDmzbT92ux12ux3Hjx8HAOzbtw9arRZWqxUGgwFWa/t+pRqNBgCQkpLSroWENY7jMMdqxAOHzrCOElaS3SIo91UhtyQ4VzUm3fd/SQehKD7IOobPFEbGw8O7WMc4rwpRIziLGXxhMesobcQVxUgxVOOIXcc6SlBpaRaD56chJvFblJ2mGQm9VV1djC82v4B+qWMxVD8JfEX4daHVjLWAE4dxZRViBHs75o033kBNTQ0yMzMRGxvb9vjkk7P9oh999FHMnz8f999/P0aOHInCwkKsW7cOWu3ZWZTefPNNDBs2DHfddRcAYMKECRg2bBjWrFkT8HPy1rXGSMTJqd9mIHA8j3FVPCo2FeIkFRUhQy324OaGD1nH8Cmbzsg6Qpc0JAVfTtNP70JEFzwduJxiNDVNRUxSP9ZRQsbhY1vw6a7FKDEWgVOET/coTiGG+iIz6xjEhwRbWPA8f87H7Nmz27bhOA4LFixAcXExHA4HsrOz22aN+tWCBQsuuJ/fSkpKAs/zQbGGxe9JRBzuswbfl3OoMXs4DDvSiB3bi+B00QwfoeSF5B2Q1IZWq59NJYw77sUWOesIHUgKjyPZJOzFEf3F1SJGY+NlMPZKYx0lZHg8bmza9iG+LXoXzXGusOgepU6PhUjOtvPM4sWLMWrUKGi1WhiNRkyfPh1Hjhxptw3P81iwYAEsFguUSiUyMzNx4MCBttcrKysxb9489O3bFyqVClarFQ888EDbUgi/euaZZ5CRkQGVSnXONdNCgWC7QpFzmxkbhRdP2VFJ6yb4RXoDh5M77DjoCO6uJV1le+OPcNeWdnheM2waorLu6/C848xelKzouEq95c43II1KAAA05e9G5fo34G6ohqrPaERNmQdO3NqS5mluQPH7D8J00z8gCbI76UZ5Cy6r+Ih1DJ+zSYXRink4qhkprEOcQ+y293Ey8R7wdA+hA3eLGA11k2FKEaHkxH7WcUJGTU0Jvtz8T/RJGY3hUZeCLw/R7lFiDtoMC+sUyM7Oxpw5czBq1Ci4XC48+eSTyMrKwsGDB6FWqwEAS5YswYsvvoj33nsPffr0wT/+8Q9MnjwZR44cgVarRVFREYqKivDCCy8gLS0Np0+fxr333ouioiJ89tlnbcdyOp2YMWMGxowZg3fffZfVKftVyKy8Tc76Z74dz5+iGU18Sc9zSDvVhN1Hg3sQbHe5G2sAz9krJmf5aZR+8leYbl4EhXVwh+1/LSwsd70FkezsFMcilQ6cSAye98C2dBb06ddDkTwcZV8uhm7EFdAOvwIAUPHdUkgj46C76Br/n1w3fZy6EaML3mEdw+fmD5uCH6qDf8xI/5ZoLHwhOD+3Tsx8FaeLwqd7SneJxB7oIjbAfnwv6yghh+NEGD/yJlgaksA3hdYNQ/VFZkReG3yr3JeVlcFoNCI7OxsTJkwAz/OwWCyYP38+HnvsMQBAc3MzTCYTnnvuOdxzzz3n3M/KlStx6623oqGhARJJ+/v47733HubPn4/q6mp/n07ACbYrFOncHfHRUIvpV+srQ5tF0OWUhVxRAQBilR5iTWTbo+n4dkgiYiFPGNStn+NErRddnsZaeBproB0+DbKYRKhS0+EsLwAAOGwH4bQfh3bkVX4/r+5KVTchvWQ56xh+YXMLYwzQIWk5OH1wdtuK3/sp6whBzeMWoab6YsSmDmUdJeTwvAc/5i7H17Z34IhrCZ3uURIO2kuCc9HFX7svGQwGAEB+fj7sdjuysrLatpHL5Zg4cSK2bt163v3odLoORUWoo6vPEBQhleBWSxTrGIKn4IHxxS4cyS5AWW1wLzDmC7y7BQ0HN0EzePIFF5Eseu9PsC2dhZKPn4Dj9Nm7lCKVHmKNAU35u+FpaUZzwQHIjEng3S2oXPcvGLLmtBUhweQVy/fgnA2sY/hFYZBPNftbLb2Ccy57+f7NiGPfYyOo8W4RqiszYekzgnWUkFRXW4bVm1/ETn4DECP8C1VNeiwk+uAbV8XzPB566CGMGzeubUzur7OO/n4NNJPJ1GGttF9VVFTg6aef7rQ1I5RRYRGi7k2IgSzI5oUXkj4tHKy7qpC7twTh0lmw8WgOPI56qAde0uk2YrUBhsvmImb6XxBzzROQGOJR8vGTcBS09q/mOA7RVz+Gmq0fo+jd+yE1pUAzaDJqcj6DInEIOIkM9o8eQeE796B25/8CdWrndVFELfoXfc46hl9UqwyobxFOwVQep2EdoVPW41+zjhD0eI8IVeUTYOk7inWUkHU8Pxef5C5CYdRpcAJdHZ6TiaDNTGAd45zmzp2LvXv3YsWKFR1e+/0NN57nz3kTrra2FtOmTUNaWhqeeuopv2UNVsIve8k5xcpluM4ciRXFlayjCIoYPDIqeOTttqPFHSYVxS/q966DstcISLSdt3ZJo+IhjTq7fos8rj/ctWWo3b4KioTWuzuK+AGIvf2ltm1aKgvRcGADYme/ipLlj0M78iook0eg6D9zoEgYCJkxucNxAumf0V+BszmZZvAXW2QcgJoLbhcsTsZ4EKwTTyq3fwPTjVehpCS0+rn7Gs9zqCwbh7h+IhQeDp3V64MKz2Pzjo+h1URh0tDboCySAQL6utKMsUCslbGO0cG8efOwZs0a/Pjjj+3WKTObWz+V7HY7YmNj254vLS3t0IpRV1eHKVOmQKPR4IsvvoBUIJNn+BK1WISwuVYj/YK7Ic7NYeD+euTuKA67osJVUwrH6T3QDLms2z8rt/RDS2XROV/jeR4Va19D5KQ7AZ6Hs+QEVH3HQqyOgCJhYFtLByuXx5Qj3ha6d6JtGgPrCN2yS1/FOsJ5JRZvYB1BGHgOFSUZiOufwTpJSKurr8CazS8h1/M9YBTGfWJOIYZ2YvAsLgy0fk/NnTsXq1atwoYNG5Cc3P5mV3JyMsxmM9avX9/2nNPpRHZ2NjIyzv6N19bWIisrCzKZDGvWrIFCoQjYOQQTuu4MYSkqBW4wC+vCgpWMOqDpx2IcKaxlHYWJ+n3rIVbpoUzpfhcGZ8kJiDu5gK3fuw5ipQ6q1HTwv87X6Wm948t73O1mpGLhac3n4IR0q6+bbArVhTcKItsUhUAQ3+HT/PgpDCHQvz0wOJTb0xGfNo51kJB38tROfLJ9EWyGfHCq4P771I6Lg0gVXO/xOXPm4KOPPsLy5cuh1Wpht9tht9vR1NS6hg3HcZg/fz4WLVqEL774Avv378fs2bOhUqkwc+ZMAK0tFVlZWWhoaMC7776L2tratv243WdbOc+cOYO8vDycOXMGbrcbeXl5yMvLQ329MCbZ6Irg/gskXns02YwvS6vg8ITuxZM3DB4OvU82YteJ8O0yxvMe1O/7HuqBl3QYWF2V/R7cdRWIvuJhAEBt7mpI9EZIo63g3S40HNyIxqNbETO949oW7oZq1Gz9BOZblwAAxAoNpFEJqM1dDWXyMDhO74F+9Az/n2An/hhXgKjibGbHDwSbwGaHa+bcQFI8cOwU6yid6lWdg0qMZB1DEDhwKCsehYQBIhQc+JF1nNDG89iy81Oo1ZG4eOhtUNkVQJCtvSJSSaAZF3wTNLzxxhsAgMzMzHbPL1u2rG2x5EcffRRNTU24//77UVVVhfT0dKxbtw5arRYAsHPnTmzb1tr1r3fv3u32k5+fj6SkJADA3//+d7z//vttrw0bNgwAsHHjxg7HFypaxyIM/N/xIvyroOMiaOFuRBOH4p2lqGwIzf71XdWUvwuln/4dlrvegtTQ/kO//OuX4KopgXnmswCAmm2foT7vO7jrK8BJZJBGW6EfPeOcLR1la5ZAHtcfuhFXtj3XXHQE5V+/1Dol7cirEDH2Zv+e3HkcSFgCdVkes+MHwp1DL8W2mqOsY3TLO9sHQ//DLtYxOsWLxNh59RuorQrRRcv8JCZuNwr2b2QdI2wkWodgdOwVQGnwLOaqn5oE7cTgHLRNfIcKizBQ3eLC6JxDqHbRoEMAUPHAMJsTOw+WsY5CGHk88SjuLVnAOobfTRkwEoWNwrqp8PfTwzBweS7rGOdVdcVc7K7vzzqG4MTE70HBvh9YxwgrY4Zfh8SWfuDr2RYYIq0U5kdGQSQT5kxWpOuE1U5OeiRCKsG8RNOFNwwDaU4RzLmVVFSEMamIxx+bP2Idw+9cIgnsTcJZw+JX+w3BPz1uxLp/Q62jnsTdVWYbAuugyaxjhJWfd32ONSdeQ4OlCRCxm4Jem5lARUWYoMIiTNwRF404eXANmAokKQ+ML3XjdLYNRVVNrOMQhp5N3gNZ9XHWMfyuODIObl54rZRbVeeeYSyYcE4HeotPsI4hSKW2QbAOnsI6RlhpbKzFV1texc/NX4E3Bf7iXqyXQ5Mee+ENSUigrlBhZEVxBR48XMA6RsAluTioD1TjhD10Zl0gPaOXurBL/xjE9cWso/jdz8kX4W6ce1XYYLdymQG8Pbi7cHk0euRMXAJHg++7mHy94318u/ODds9plZFYfNtnnf5Mi9uJb3d+iNxj36OusQoRmmhcNuwWjOk3FQBwyLYDn25+FXVN1RiclIGZEx6GRNx6s6mpuR5Lvrgf86Y9D4M2MK3bxoTDOLP3m4Aci7SXPnQ6kt0DAtY9KuLa3tBcRIVFuKC23DByo9mAtwrKcLjBwTpKQHA8j4wa4MCuYthbgmx6DMLES0nbIC4I/aICAGwqPdAozMKiKdkMRZAXFqL6GqSoCnGgwT8X4rGRSZh3xfNt/81x5+9g8J/1T6OuqQq3TPwzYvRxqGuqhueXqZ09vAfv/7AYk4fdhLT4Ufj3+oXYcuhrTBw4HQDw5bZ3MC7tyoAVFQBQWtAP1sEinNn7VcCOSVpty/sSe5QbcPHw26At0QB+XLdJHKWAekSwLntJ/IG6QoUREcfhiV7hcdfA5OEw/Ggjdm4rgoOKCgIgTuFAZtl/WccIGJs0+Fa27Sq7RRgLS0X/8Bakcv98jYpEYuhUhraHVhnR6bYHz2zH8eI9uG/qIvSLH4EorRlJxn7oZR4AAGhw1KDeUY0JaVcj1pCEQYljYK86DQA4Yd+PM2VHMWngtX45j/MpLegD6+CrAn5cAjiaavHNlqXY3LQaHrP/ukfpLrGCE7Mb20ECjwqLMJMVrcdovZp1DL+6qJEDv9mOA6eqWUchQeS1hB8hclSzjhEwNpFwC+qjUcKYAlpcWYKUSP+sgVNWU4gnPrwBTy2/Bf/5/mmU13Y+9mTf6Z9hjemL7/d8gic/vAELP74Nq35+E05XMwBAo4iAThWFQ7YdcLqaccK+D3FRveByt+CTn17GTRPmQyRiM7C2tKA3rIOnMzk2AQoLD2Hlz4twUncQnNa3nVgkRiVUQ40+3ScJfjTGIgztrGnAtF3HWMfwOR3PYcBpB3YfKWcdhQSZQdoGrOEfAOcKn4H7Nw6egIN1p1jH6JHBTiP++s/gH8QNAK7YJGwZ8CjcLt99lR44sw1OVzOM+njUNVVh7a7/oqT6DJ684V1oFPoO27/+9eM4VpyHvnHDMXXEbWhw1OCTn15Bn7hhuDXzEQDAieJ9+PznN9DgqEFawkW4PmMO1uUtR2NzPTL6XY4VP76IekcNJg68pq2LVCAZE07jzL5VAF2SMCNXqHHJiNnQlmh90j3KcEs/qAbF+CAZERJqsQhDI/RqTIvp+OUkZIObOUTmlFNRQc7pJfPasCoqAMDmEN5Us7/aJy0FpxFGy6qk+BSSjb6dIneANR3Dek1AXFQv9IsfgfumPgMA2HZ03Tm35+EBBw6zL34CScZ+GGBNx7Vj7sO2I9+1tVqkxA7Co9f+Cwtn/hc3jv8TyuuKsf3o97hi1B/w/sbFGJt2BR68+mV8u/NDFFYEfsar0oJEWAddB3DUbYaVZkcDvtnyOjY3fgFPrHeXh7JkHRUVYYoKizD1l16xkITA57ecB8bbXTiWbUNJbXgMSifdk2moQortS9YxAqpWqUdtSx3rGD3Gc4ArOe7CGwaJ2J/fxwXGVntFLlXCYkhGWU3hOV/XqQzQq6OhlGvanjNHWsGDR3VDxzV7eJ7Hih9fwjVj7oWH98BWfhzDkidAq4xEqmUwjhXv9du5nE9pgRXWgTMuOFCd+Fdh0RGs3LoYx7X7wfVkvRYOiLgyxffBiCDQuzdM9VYpMDM2inUMr/R2cUjaXY3cPSXUek469Wzkl+AEuJ6DN2wRwrko70xFgo51hC6T5u9Hotl/U3e2uJ0oqT4Dvcpwztd7mQaiprECzS1nW+VKa2zgOBEi1B3vGv98+BuoFToMTsoAz7eOxXF7XG3/5D3sxueU2uIRP/AGcCK6PGFt596vserQS6iJrUV37kSqLzJDZtFceEMSkuidG8b+nGSGSiy8PwERz2NcJY+STYU4XRb8q/QSdmaY7TAXrmcdI+Bs2mjWEbx2SmBjPuN3rwB81Aq86uc3caxoD8pri3Gq5BDeXbcQDmcj0vtcBgBYve3f+GDDs23bj0q9BGq5Dh9tWoLiqlM4XrQXX+S8hTF9p0Amkbfb969jNmaMnQMAUMm1MEdYsXHfKpy0H8CRwt1I/mU2KVbKbBbED7gRIjGt1Mya09mItVvfQHbdZ3B3oXsUp5RAl5Xk/2AkaAnvqpL4jFEuxZ+sgZu33BcsHg6DDzZgR24RWvw49zYJDX+Vf8o6AhM2hTDGJ5xPnr6adYRukR3KQbyPZvOubijDsh+ewdOfzMY7656CWCzFw9e81rbORG1jBSrrz67zIZcqMXfaEjQ212PJqvvx3oZFGJQ4BtePndth359teR2XDLmhXUvGrZMew84TG/Hm2idx6ZAbkGTs55sT8UKZLRZx/W+CSEzLbQUDu/04Ptu6GEfVe8DppZ1up7/UCrG689dJ6KNZocKc0+PBJblHcKyxmXWUCxpTz+HojmI0NIdXtxbSM3MTTuHPZU+wjsHE08On4dOqfaxjeEXDy/CfF5yAKzCrA/uCY/hkbNVNZx0jpERZymA/sgJuAf0dhDqpVIGLR92OiHID8Jt1oiQmFUwPDKd1K8IctViEOZlIhGf7xLOOcV6RPDD6pAO7t9ioqCBdwnE85njCZzG837PxwlgH4nzqOSdgtbCO0S2KXethNtPXqi9VFMXA3PdmiKV0FzxYtLQ48N3Wt7Cp+lO4f9NKF3FlChUVhAoLAoyN1OJ6UyTrGOc0zCGCamsZ8o4Jd+pMEngLkw5BWXGAdQxmbM5a1hF8oi5ReBNMJBWE35gef6soioEpdSYkMuGuJh+KSkpP4LOtz+GwahekIyKh6B3BOhIJAlRYEADAgt5xiJAEz0A5BQ+MK2zBoewCVNQL/+4rCRyl2I2bGz5kHYMZDydCkaPjFKNCZDMJ7y61assqRBtpXICvVRZHISblFkhk8gtvTALq4PGfoJwksNkWiN9QYUEAANEyCZ5M8dHIQy/1axEhfkcVduwvvfDGhPzOP5N3Qlp7mnUMZuwRcXB5QqM/+gGDMGd9S67YwjpCSKqyRyKm10xIFQrWUchvjL7uJuiiqbAgraiwIG1ujY3CSJ2K2fElPI/xZR7YNtlgq2xkloMIV4ysBVMqP2Idgymb3sw6gs/kaEpYR+gRzYYPERElvNYWIagqiUR04i2QKpSsoxAAUfFWjJg2nXUMEkSosCBtOI7Dc30TwGLsldXNod++OuTuKobLQxOVkZ55NXELRI3lrGMwZVMJZ2G5CzkjrgYXLbxxFhzPo1fTbtYxQlZVqR5RibdApmR3I4y0uuSO+yCWUNc/chYVFqSdARol7ozruFKrP2XU8KjLLsbx4rqAHpeElhRVE0aXLGcdgzmbLLS6iTh6BUcXze7SrXsXGj1dcPlLdakOkQm3QK6mFZ5ZSRs/CQlpg1jHIEGGCgvSwaPJZljk/m/Gj/EAI482YldOEZpaaBpZ4p3X4r4H56xnHYM5myi0WvxKLcK8Ky1yOZGCo6xjhLSaMi30lpuh0GhZRwk7crUaE2fdwToGCUJUWJAO1BIxnk6N8+sxRjVxEG8pxf78Kr8eh4SHiyJq0b/oc9YxgoLNHVrjk47FtLCO0GOR696CUk2tFv5UW66FzjwTSm3odAEUgnE33gaVPoJ1DBKEqLAg5zQtJgKXRvn+g1rjATLOOLHvRxuqG4V7wUCCywvRX4Nz07TEAFDYXMk6gk/t1Ap3DRtRUz1SlAWsY4S82go1NMabodRFsI4SFswpqRgyeSrrGCRIUWFBOvVMahyUIt+N5B7o5BC9vQK7DoXGHPskOEyNKUdC4desYwSFRrkGlc3VrGP41C55MTilcGcAil7/JmSK4FkjKFTVVaqhib4JKn1wLvYaKiRSGabc/yA4EV0+knOjvwzSqUSlHPMTvZ+6UsYD40vcOLnJBnuNwwfJCDnrH5rPwfEe1jGCQkFEPOsIPucGD3cv4Z6XqKYcKfrwnqksUOqqVFAaboI6UngziQlFxo23IireyjoGCWJUWJDzut9qRB9Vz2eZSXFxSMmrQW6eHTSLLPG12y2FiCrOZh0jaNh00awj+EVVgp51BK8YN74NiZS+bgOhoVoJhf4GaAyBnd0wHMT1S8NIWrOCXAB90pHzkoo4vNy/+2tbiHge46p4lGUXIb+UZuoh/vGImKaX/S2bIjSn3jwl8EV9xaVnkBxN02kHSkONEjLNDdBGCfwPJ4hI5QpMuY+6QJELo78QckHDdWrMs5q6vL3ZzWHI4Qbs2F4Ep4u6qBD/eCzxGDRlvlmEbMEmB7iFte0e5hc6vxCc/WVTh+25hbUY8K+zRfT6Ey70ea0e+mdrcfuXTXC6zzbZ1Th49HmtHmdqfPv+sElCsy//3ojuX5S/XVGBtCOHsbi089W7y1wuPFJUhMtPnsSATrbd2tCAqSdP4KJjR/GX4iI4+bO/xzq3G1NPnkBRy4Unoojd8h+IfDhmjZxfY50cEvUM6GJCZyV6libc+kdEmIW5pgwJLCosSJc8nGTGQM2FB1COrgfcm+04dKYmAKlIuJKKeNzR/KFP9zkgRoTihzVtj333qTvd9pUpinbbFjyogUHJYUZa69SiHp7HLauacO9IKbb+UY3thW68s/Psxedj3ztw70gprHrffgTbEJozrW1VFQLduFO6r6kJK2uq0VcuP+92Tt6DSLEY90RFnXNbD8/j0eIi3BgRif9aE7HP4cBn1dVtr/+zrAw3RkTCIr3wuj+SM4eRaG7u8jkQ7zXVySGWXwe90cI6iqAlDh6GoVmXs45BBIIKC9IlUhGH1/pbIePOfcctwgOMzncgb0sh6hyuAKcj4WZx0l7Iqo/7dJ8SEWDWiNoeMerOPx71Cq7dtjuK3Khq4vGHoTIAQHkjj7JGHvePkmGAUYyr+khwsKx1EcgtZ1zYUeTGn9JlPs0PALaWWp/vMxjUcA5w8V27W9rg8eDR4iIsNJmhu0AxEieV4QmTCVfr9dCeY9sqtxuVbjdujohAqlyOSRoNTjhbi4NdjY044HBgVmTXZyGK27kcoEaLgGpqkIOTXYsIk3AnAGBJrlLjsnv/xDoGERAqLEiX9dco8Uhyx2blYc0ctDnlyDsq3PnmiXBoJS5cU+vb1goAOFbpgeWfdUh+pQ43fdaIk1Vd76b07u4WXNpLjMSI1o/UGBWHWA2HdSdcaGrh8dMZNwabxHC6edz3tQNvXqGE2MfdYnhwKGoK3dmH6pO6Nhj3HyV2TNRokKHuvMWpqwxiMWLEEmxpbIDD48HOxib0kcvh5Hn8X0kJnjKbIO7kZsu5yI7kIiGWuocGmqNBBl4yHZGxNJtRd02afTe0UaE5KQTxDyosSLfcbzVipE4FAFDwwLiiFhzOtqGsjpr4SWC8krwd4voin+4zPU6MD6Yr8d2tKrxzpRL2eh4Z7zagovHCF4HFdR58e8yFO4efbYHgOA6fzlDi6R+bkfavegwzi/DHYVI8u9mJS5IlUEqAsf9pQN+l9Vi63TcL+5XqY+H0hO4igYXmC7fwfFNbi4OOZjwY7ZsZgTiOw4sWC96sqMCVp/LRXyHHtfoI/LuiAqPVKsg5EW45fRqXnzyJ/1ZVdWmfCQdX+SQb6Z7mRhnc3NWItCSyjiIYKSNHY8DES1jHIAIjYR2ACIuY4/Ba/0Tcs/UomnaXY0dFI+tIJIzEKZqRWfaRz/c7NfVsH/lBAMbEi5Hyaj3e39OCh8acv5/+e3ktiFBwmN6v/cfpOKsEuXednaXpaIUbH+5twe571JiwrAHzR8swpbcEA//VgAmJYgw2eTfw2qY3AwjdFotDUU3oc57Xi1tasLi0BO/EJ0Duw5lrRqhU+DQxqe2/TzmdWFNbg8+TknHbmdO4LdKAcWo1rj6Vj5FKJfoqzj89tyJvI2JvmoFiO82/HWjOJilkiqthiPsfKgvzWccJakqtDpPvmsM6BhEgarEg3ZaskuM2jQ4FVFSQAHvNmg2Ro9rvx1HLOAwyiXCs4vwtFjzP4z95LZg1WArZeeZk5nked//PgX9myeHhgd12D65Pk8KoFmFikhjZp9xeZ7apQ3vF4W3qzmd3AoADDgcq3G7MOH0Kg44cxqAjh5Hb1ISPqqow6MhhuHnvL+R5nsdT9mI8ajSC53kcam5GllaLKIkEI5Uq5DZ17TMx8fRar7OQnnE6JHB5rkRUQgrrKEHt0jvvhzoitD9TiH9QYUF65NbRibi0f9enoCXEWwO0DRhW9ElAjtXs4nGozINY7fk/IrNPu3G80oM7hp9/VqB3d7cgSsXhqr5SuH+pVVrcZ//pi4tem7znC1kKwXFpJThD5xc6Y9QqrE5KxqrfPAYqFLhCp8OqpORujYXozOc1NYgQi3GxRotfS0HXL787F/guLwKq+nkNYrxsoSI953RI4HROQ7Q1lXWUoNRv7ET0GT2OdQwiUFRYkB5bcv1gxGjP302EEF95xbwWnKvJL/v+8zoHsk+5kF/lwTabC9evbEJtM4/bh7QWDH/53oHbvuh47Hd3tyA9ToyBxs4vEksbPPjHj814dUrrhX+kkkP/aBFeznHi5wIXfsh3ISPB+16pNlHod61xJnc+M5RaJEaqXN7uoeQ4RIhbnweAF8tK8Xhx+/E5hxwOHHI40OjhUely45DDgePNHceMVbhceLOiHE8YW2+o6MVi9JLJ8EFVFfKampDT0IihygtPyf2r5NKfurwt8b0WpwQOx+WISerLOkpQUUcacMkf72MdgwgYjbEgPWZQy/DCjCGYvWw7fHDDlZBOTYyqQortS7/t31brwc2fN6G8kUeMmsPoeDFy7lS3zfJUXM93WMyuxsHj84MteGXK+VsK/rTWgT9nyBGnO3sf573pStz+ZRNe3e7EIxlyXBTn/d1rm7t7RVfJFyUoW13W7jmJToJ+r/br9GcaDjegeEUxmgubIYmUIGZqDAwXG9per99fj6IPi+CqdUE3XAfLHywQSVrP293oxomFJ5D0aBJkUT2barcsTg3Lzh79KACg3OVC8e8Ws7vu9Km2fz/Q7MDXdbWwSCT4PqV3u+0Wl5bgD4YomH6zZsUicyyesBfjo6pK/NFgwOBuFBbqTcsRee0EVFXQ9NysuFrEaGycAmOyCKX5h1jHCQpZ98yDQqO58IaEdILjebokJN5Z+L8DWLblFOsYJITlpLwHc+E61jGC2qR+Q1HeXNnl7Uu+KEHtjlokPZLU9hwn4iDRnft+k7PMiWNPHoNhogGRkyLReKwRxR8UI/7eeOhH6cF7eBz+02HETIuBZpAGBUsLYLjEgKhLowAAhe8VQm6WI3pKz6eunFs6GBPe3dXjnw82NVPuxk7HENYxwp5Y4oZG+wNKTu5nHYWpQRdnIeueB1jHIAJHXaGI1x6f2g/9zFrWMUiIut5cQkXFBTikym4VFb/iRBykEdK2R2dFBQBUbqyELEqG2FtiobAoYJhoQMT4CJSvbZ2Jyl3vhrvODcPFBijiFNAO06K5qLVLUcOxBjSdakJUVlTPTvAXO3XdP8dgplv/H2gjLrxqN/Evt0uMurpLYe49mHUUZqLirZg0+27WMUgIoMKCeE0uEeOVm4ZBLqE/J+J7f5MHZsC2kNkMCT36ueaSZhyefxhH/nwEBf8qgLO083UwGo83QjOwfRcJ7SAtmk41gXfxEGvFkERIUH+gHh6nBw1HG6BIUMDj8qDo/SLE3R4HzstFAXPlReDkoTOui3O7kOI5yDoGAeBxiVBTfTHMqUNZRwk4qVyBKx/8C6QhPgEECQy6EiQ+0desxV+n9Wcdg4SYOQmnoC/JYR0j6Nm03V8QTpWiQvxd8Uh6OAlxf4hDS00LTv7jJFz15+7z76pxQaxrPxZEopMAbsBV7wLHcUi4PwFla8pw7IljUFqViBwfifKvy6FJ04CTcTj5j5M4+vhRVHxf0aPzdHEeeJLievSzwSryu7eg0tBwx2DAu0WoqcxEbJ/hrKME1KV3zUFUfM9uThDye1RYEJ+ZNSYJ1w4LrS99wg7H8Zjr+S/rGIJQqOx+V0TtYC30o/RQJCigGaBB0kNJAIDqzdWd/gz3uylbebQfoqfuo0bKUyno+0JfWG6zwFnuRPXWahivNcL2tg2RkyLR64leKF1dCkeBo9uZAaDaGlpz63PNTUiRnWIdg/yC94hQXT4Rlr6jWEcJiEEXZyFt/CTWMUgIocKC+NSiawchLVbHOgYJAU8lHYay4gDrGIJgk3g/q5RILoI8QQ5nybm7Q0n0Erhq2rdmuGvdgBiQnOOOO8/zKFxWCPNNZoAHHKcd0I/UQ6KTQN1XjYbDDT3KecYUel9bUevfgkxJ61oEC57nUFk2DnH90llH8auYxGRc/Id7WccgISb0PqEJUwqpGG/NGoEIFQ1IJD2nFLtxS+OHrGMIhg3eT1nqafGguagZkohzd8tR9Vah/kB9u+fq99dDmaQEJ+k4dqLqxypINBLohumAX2bq5d182z/5rq4m9zv7IuovvJHAiOoqkaI9/8riJMB4DhUlGYjrP4Z1Er+QKZW48sHHIZH1bOpnQjpDhQXxuQSDCq/cNAxejtMkYez55F2Q1pxiHUMwbK66bv9M8cfFaDjcAGeZE40nGlGwtACeJg8ixkYAAOwr7bC9bWvb3jDJAGe5E8UriuEocqDqxypU/Vh1zuljXbUulK0pQ+ytrQvaidViyC1yVKyrQOPxRjQcaoAqVdWjc92qLgJ8sIp2sDFueBsSGX0lBxcOFfbRiE8LvVWos+55AJGx1HWZ+B59ihG/mNgnBg9e2od1DCJAMbIWXF5JrRXdUdhU3u2fcVW6UPBmAY49fgxnXjsDTsKh1996QRbdegfTVe2Cs+JstyhZjAxJDyWh4XADTvz9BErXlCL2lljoR+k77Lv4v8WInhoNaeTZlsu4O+NQs60Gp186jeip0VD16llhUS5qAGcx9+hng5m4vBC9DDWsY5AOOJQVj0LCgAmsg/jMsKlXou+Y8axjkBBFC+QRv+F5Hnd9sBPfH6ImftJ1y1M3IaPgbdYxBKNca8Sk6PCaJvL9HwdAuWUP6xg+54pPxea+D8Ljpq/lYBQTtwsF+zexjuGVuH5pmPG3RRBLaCYy4h/UYkH8huM4vHTjEPSKVrOOQgQiRdWEMSXLWccQFFuEhXWEgCuODZ21LH5LYjuGZFPPZssi/ldWOBwJAy9mHaPH1JEGXPngX6ioIH5FhQXxK61CijdnjYBaRjOekAt7Ne4HcM7QG5zrTwXq0Jp+tSsORzWzjuA3lu0fhuIQkpBRVjgU1kGTWcfoNpFYgivnPw51RPh9XpDAosKC+F0fkxZLrh/COgYJciP1dUgr+ox1DMGxyZWsIwTcthCeQUl6fDessW7WMch5lNoGwTr4MtYxumXirDsQ1y+NdQwSBqiwIAExbXAs7hqfzDoGCWL/jPkanPvcayiQztnCsDHwkLQcnC5018uJ37eSdQRyAaUFA2AdPJV1jC7pP34Shk+9knUMEiaosCAB8/jU/hjTK4p1DBKEpsRUwFr4FesYglToCd1uQefT0it0x5bI9/2EuFjqDxXsSgv6wzp4GusY5xWTmIzJd89lHYOEESosSMCIRRyWzhwGiz68ZrAhF/YP7efgeA/rGIJkc1axjsBEebyWdQS/sp6gQlsISgv6wjr4KtYxzkmlj8DVf34SUlloTnZAghMVFiSgojRy/OvWEZBJ6E+PtLrNUoTook2sYwiSUyxHmaOSdQwmTsaEdiGq3P4NjKYw7OcmQKUFvWEdPJ11jHYkcjmuefTv0BtDb80XEtzo6o4E3NCECDx99QDWMUiQeFRM08v2VKEhHp4wbenZrQ/9lpok+0bWEUgXlRb0gnXwtUGxKjzHiTBt3iMw96ZFakngUWFBmLhxlBVzJqWwjkEYezTxGDRlu1jHECybzsg6AjM5ikIgxOfj12R/AkN0aJ9jKCktSIJ10HXMi4vM2+9E71GjmWYg4YsKC8LMI5f1w7XD41jHIIxIRTzudH7EOoag2ZShPc7gfJo5N5AczzqG3/Wq3c46AumG0gIrEgbNAMexubwaPvUqDJ8anGM+SHigwoIw9dx1gzE+NZp1DMLAM8l7Ias6xjqGoNmkUtYRmKqxGlhH8DvtD+9DFxnev2ehKSuIR/zAGeBEgb3E6j1qDDJvuzOgxyTk96iwIExJxSK8eesIDLCE7pz0pCOtxIXraj5kHUPwbFx4L6RWEAaDmzm3Cykt+1jHIN1UZotD/IAbIRIH5m80tndfXP7AnwNezJzP4sWLMWrUKGi1WhiNRkyfPh1Hjhxptw3P81iwYAEsFguUSiUyMzNx4MCBttcrKysxb9489O3bFyqVClarFQ888ABqamra7aeqqgqzZs2CXq+HXq/HrFmzUF1dHYjTJL8TPH+BJGyp5RIs+8MoxEeG3wrC4erl5FyI64tYxxA8W0s96whM7Tc0sI4QEBHr3oFaR2MthKbMFgtL/xshEvv3d6c3mTH90b8F3bSy2dnZmDNnDnJycrB+/Xq4XC5kZWWhoeHs+3bJkiV48cUXsXTpUuTm5sJsNmPy5Mmoq6sDABQVFaGoqAgvvPAC9u3bh/feew9r167FHXfc0e5YM2fORF5eHtauXYu1a9ciLy8Ps2bNCuj5klYcz/M86xCEAMDx0npc/+ZWVDe2sI5C/ChW4cQWxYMQOUJ/Vh9/G53aDw2uRtYxmDG7NXh1STXrGAFRfs1j2FtlZR2D9EC0pRTFRz6G2+Xy+b4VGi1ufvp5GCzBP96orKwMRqMR2dnZmDBhAnieh8Viwfz58/HYY48BAJqbm2EymfDcc8/hnnvuOed+Vq5ciVtvvRUNDQ2QSCQ4dOgQ0tLSkJOTg/T0dABATk4OxowZg8OHD6Nv374BO0dCLRYkiPQ2avDu7SMhpzUuQtrShGwqKnygSh0V1kUFANjF9eBM4TEzlmH9m1CoQr/rVygqLzIitu/NEPt4TJRYKsXVf35SEEUFgLbuSwZD69io/Px82O12ZGVltW0jl8sxceJEbN269bz70el0kPwyK9zPP/8MvV7fVlQAwOjRo6HX68+7H+IfdAVHgsqIRANeuWkYROynAid+0F/TiOH2T1jHCAm2CAvrCEGhKdnEOkJAiOprkKIuZh2D9FB5UQzMqTMhlsp8s0OOw2X3zUd8/4G+2Z+f8TyPhx56COPGjcPAga2Z7XY7AMBkav8eNplMba/9XkVFBZ5++ul2rRl2ux1GY8cbDEajsdP9EP+hwoIEnSkDzVhwFS2gF4pejV0LriW877L7ik0TxTpCULDHhc/YrOgf3oRUTl/bQlVRHAVT75mQyLwvLsbdOAv9x070QarAmDt3Lvbu3YsVK1Z0eI373bofPM93eA4AamtrMW3aNKSlpeGpp5467z7Otx/iX/QJRYLSbWOScO9EWkAvlEwwVKN34ZesY4QMmyJ8LqjP52iUk3WEgBFXlqBXBHUjFLJKuwHGlFsglSt6vI9Bl1yG9Gtu8GEq/5o3bx7WrFmDjRs3Ij7+bLcts9kMAB1aFUpLSzu0YtTV1WHKlCnQaDT44osvIP1NtzKz2YySkpIOxy0rK+uwH+J/VFiQoPXYlL64ZhgtoBcqnotcDc7j+8GL4compo9vAMjVlLGOEFDmH9+BWEJ3YYWs0h6J6OSZkPbg5kDS0BG49I77/ZDK93iex9y5c7Fq1Sps2LABycnJ7V5PTk6G2WzG+vXr255zOp3Izs5GRkZG23O1tbXIysqCTCbDmjVroFC0L8rGjBmDmpoabN9+djHJbdu2oaampt1+SGDQNxMJWhzHYcn1gzGuNy2gJ3TXmUoQW/gd6xghxeZpZh0hKOyVlYDTqFnHCBhxcT6SY6g7odBVlUQgKnEmZEpVl3/G0qc/rnrwLwFbG8Nbc+bMwUcffYTly5dDq9XCbrfDbrejqakJQOt3/Pz587Fo0SJ88cUX2L9/P2bPng2VSoWZM2cCaG2p+HWK2nfffRe1tbVt+3G7W9fx6d+/P6ZMmYK77roLOTk5yMnJwV133YUrrriCZoRigKabJUGvztGCG97KwaHiWtZRSA/lJb2GCPvPrGOElMvSRqKoqZR1jKCw4qsUiPcdufCGIaIleSA2J98H3sM6CfGWPqYW1bYVaG48/5ospl6pmPG3ZyBXdb0QYa2z8Q3Lli3D7NmzAbS2aixcuBBvvfUWqqqqkJ6ejtdff71tgPemTZswadKkc+4nPz8fSUlJAFoX0nvggQewZs0aAMBVV12FpUuXIiIiwqfnRC6MCgsiCKV1Dtz0dg5OloXHglih5L6EU3is7AnWMUJKi0iKUUnxcPPhvfL2r17PG4qYb3ewjhFQJ2e+glNFtGheKNBH16O6aDmaG8694GW0NQk3PLUYSo02wMkI6T7qCkUEwahV4OO7RqNXdPh0eQgFHMfjAc9y1jFCTnFkHBUVv5EfhuMz4/M+BmioRUioKddAH3sLFBpdh9ciLfGY8dd/UFFBBIMKCyIYRp0CH99NxYWQ/D3pMJQV+1nHCDk2XRheSZ9Hnr6adYSAkx38GfGxrFMQX6mtUENruhlKrb7tOb3JjBl/+wdU+gh2wQjpJiosiKBQcSEcSrEbtzZ+yDpGSLKpOt7ZDGc5yiJAIANafcl6ZDXrCMSH6irVUMfcDJU+EtqoGMz46zPQGmjyEiIsVFgQwTHqFFhBxUXQW5KcB2nNKdYxQpLNBwtshZJ6zglYw28lcsXOdTCZ6Ws8lNRXqWCwzsKMv/0DeiO1TBLhoU8kIkgmKi6CWpSsBdMqP2AdI2TZOJoO6PfqEsPzzm6S7QfWEYgPqXQyZN05FpGxtIYTESYqLIhgUXERvF5N3ApRY3gtXBZINhfNjvZ7NrP0whuFIPXmzxAVQ7NDhQKlTobpDw1DpJm+04hwUWFBBO3X4iKZioug0UvlQEbJf1nHCGk2RznrCEHnoCF8F43rVbWVdQTiJaVOhukPUlFBhI8KCyJ4pl8GdFNxERxejfsBnPPc87ET79Uo9ahrof+/v5ejtrOOwIxmw0fQG8KzxSYUKLVSTJ8/DIZY+g4jwkeFBQkJVFwEh+H6Ogwo+ox1jJBmi4xnHSEonZZUg4uOYh2DCc7jRoojj3UM0gMqvQxXPzgMBgt9d5HQQIUFCRkmnQIr7qLigqWXYr4G525mHSOk2bThefHcFc29wndhB93370Kto7EWQqKLVuDaP49AlEXDOgohPkOFBQkpZj0VF6xMiamAtfAr1jFCnk1Of9udKbWoWEdgRuRsRm/uGOsYpIsMFjWu/fMI6GOUrKMQ4lNUWJCQQ8UFG09rV4HjaRpUfyuU0Md2Z45Gt7COwFTkujehUFOrRbAzJulwzcPDoY6Qs45CiM/RNxQJSWa9Ap/cMxr9Y2mF4kCYZSlETNFG1jHCgo13so4QtHbqKlhHYErUVI/eShvrGOQ84vpG4ur5Q6FQ02B7EpqosCAhy6htLS7Skw2so4S8xyQfs44QNmzOGtYRgtYueTE4pYJ1DKai178BmULMOgY5h+Qh0bhy7hDIFNSqREIXFRYkpOkUUnxwx0WYMsDMOkrI+nPicWhKd7KOERbcnBjFtIZFp9zg4U4O71mzRDXl6KWnv5Fg0zfdjCl3D4RYSpddJLTRXzgJeXKJGP+6ZThmpltZRwk5UhGPu5wfsY4RNuwRcXB5XKxjBLWqhAjWEZgzbnqHLmCDyKDMeFwyuz9EYvqdkNBHf+UkLIhEHBZdMwh/uiSVdZSQ8o+kfZBXHWUdI2zY9EbWEYLeaRPHOgJzkpLT6BVdxzoGATDy8iRMuKkPOI7+Lkl4oMKChJUHJ/fB09MHQkSf8V7TSly4ru5D1jHCik0VwTpC0NsTQWNQACB263sQ0QcdOxww9vreSL+qF+skhAQUFRYk7MwanYh/3TICCuoq4JWXknMhqStkHSOs2GQ0PeWFbFUWASJ6b0tOH0SimWYQY0EiFWHK3QMx9FLqfkvCD336krA0ZaAZy+8ajSi1jHUUQYpVOHFxGY2tCDSbiNYJuZAakQNcfPiuwP1bcbv+C1CjRUCpdDJMf3g4UoZRt0USnqiwIGFruDUSq+7PQC9aSK/bXrP+CJGjinWMsGNzN7KOIAj1STGsIwQF2eFcJMTyrGOEDYNFjesfHwlTEq2fRMIXFRYkrCVGqfH5fRkYmRjJOopg9Nc0YkQxrVvBQqGjknUEQSgyU0vkrxIOfcE6Qliwphlw3SMjoDWE9zoqhFBhQcJepFqGj+5Mx7RB1H2iK16J/Q5cC905D7QGuRZVtDhelxyMamIdIWgodv+A2Fj6qvengRPiMG3uEMiUtPAdIfRpQwgAhVSMpTOH4Z4JNIPH+UwwVCO1kO6AsmCLDO+F37pju7qUdYSgknj6O9YRQhL3y8xPE2f2pRm4CPkFFRaE/ILjOPzl8v5Ycv1gyCX01jiXZyPXgKMF2piwaaNZRxCMY9IKcJERrGMEDdXWLxFtpLvpviSRizHlnkE08xMhv0NXT4T8zg0jE/DZvRmIi1CyjhJUrjWVIraQ7nyyYlPSJAPd4exlYR0hqCSX/8Q6QshQ62W49uHh6DWUJgkg5PeosCDkHAbF6/G/eeMwtncU6yhB4+/KT8GBZphhpUAiZh1BUMriqBD7Lc3G/yIyilotvBVj1eL6x0cixqplHYWQoESFBSGdMKhl+OCP6TTuAsB9CacRYd/KOkZYs/EtrCMIyvEYN+sIQYXjeSQ37GIdQ9D6j43FdY+MgCaSZn4ipDNUWBByHmJR67iLf90yHGpZeN4x5jgeD/D/ZR0j7BW21LKOICi7dbTOyu/pvl8GjV7KOobgiCUiTLq1Hy6e1R9iKV02EXI+9A4hpAsuHxSLL+eMDcvF9P6WdBjK8v2sY4Q1DydCUVM56xiCkisvAieXs44RVEQuJ3rjEOsYgqI1KHDtI8ORNo7G7BDSFVRYENJFqSYtVs8di8lpJtZRAkYpdmNW40esY4S9Un0snB4n6xiC4uTc8CTFsY4RdCK+extKDY216IqENANueGIUjIm0kjYhXUWFBSHdoFVI8fasEXh4ch+Ew7TlzyXnQVqTzzpG2LPpzKwjCFKNNZJ1hKAjcjSgt/w06xjBjQNGTE3ElXOHQKGhrmOEdAcVFoR0E8dxmHdJKv4zexT0ytD90omStWBa1YesYxAANnUE6wiCdNpEX3HnErX+LciU4Tlm7EJkSgkuv28wRl+dAi4c7h4R4mP0qUtID2X2NeJ/c8ehf2xoNpO/krgV4gZawTgY2OQ0C01P7IuoZx0hKIlqK9BbR+/t34uKU2PGX0YieTAtRklIT1FhQYgXrFEqrLovA9OHhtbAvl4qB8aWLmcdg/zCJqL1Q3piq7oI4Oiu87nEbHgbEhldAvyqz0UmXPfYSEQYVayjECJo9KlCOrV48WKMGjUKWq0WRqMR06dPx5EjR9ptw/M8FixYAIvFAqVSiczMTBw4cKDdNm+//TYyMzOh0+nAcRyqq6s7HCspKQkcx7V7PP744/48PZ9RysR4+aZheHr6QChCZCrCV+J+ANdcxzoG+YXN3cQ6giCVixrAxYbPZAvdIS6zoVcUTWEskYtx8W39MPmPAyAN0ynFCfGl0LgKIn6RnZ2NOXPmICcnB+vXr4fL5UJWVhYaGhratlmyZAlefPFFLF26FLm5uTCbzZg8eTLq6s5elDY2NmLKlCl44oknznu8//u//0NxcXHb469//avfzs0fZo1OxNcPjMfgeD3rKF4Zrq/HwKLPWMcgv2FrrmQdQbAak42sIwQt8+b/QCQO3xadGKsWNz4xCv0zQqvFmRCWaM450qm1a9e2++9ly5bBaDRi586dmDBhAniex8svv4wnn3wS1157LQDg/fffh8lkwvLly3HPPfcAAObPnw8A2LRp03mPp9VqYTYLe/ablBgNVt2XgVd/OIbXN52A2yO8LiwvxnwNztbMOgb5RZNMhYpmWuytp4pjFejFOkSQkhQcQdJ4B04Whdl6Hxww5JIEjJmeArGE7q8S4kv0jiJdVlNTAwAwGAwAgPz8fNjtdmRlZbVtI5fLMXHiRGzdurXb+3/uuecQFRWFoUOH4plnnoHTKcx5+yViER7K6otP7xmDxChh9dfNiq5EYuH/WMcgv2GLTGAdQdAOR1ORfD6W3I/CahiKUivFFXOHYNz1qVRUEOIH9K4iXcLzPB566CGMGzcOAwcOBADY7XYAgMnUvg+zyWRqe62r/vSnP+Hjjz/Gxo0bMXfuXLz88su4//77fROekRGJkfjmgfG4aZRwLgyf0a0Cx3tYxyC/YdPSDDXe2K6m2Y/OR3ZsFxJiw+M9nzQ4Gjf9LR2JA6JYRyEkZFFXKNIlc+fOxd69e7F58+YOr3G/u93F83yH5y7kwQcfbPv3wYMHIzIyEtdff31bK4ZQqeUSPHvdYFzS34S/rNqL8vrgbYW5NbYQMUUbWMcgv1Oo1AI0a2qPHZSVgdPpwNfSQOXOJOxfiTOGG1nH8BuJXIxx1/fGgPG0Ejsh/kYtFuSC5s2bhzVr1mDjxo2Ij49ve/7X8RC/b50oLS3t0IrRXaNHjwYAHD9+3Kv9BIvJaSasnT8Bl/QL3oGkj0k/YR2BnINNQjPVeKulF11Qno9874+wxIZmfyhjkg43PjGKigpCAoQKC9Ipnucxd+5crFq1Chs2bEBycnK715OTk2E2m7F+/fq255xOJ7Kzs5GRkeHVsXfv3g0AiI2N9Wo/wSRaI8e7s0dh0TWDoAqyaQ0ftp6AtnQH6xjkHGxwsY4geBVxGtYRgl7iia9ZR/ApkYjDyGlJuO6R4YgwCWusGyFCRl2hSKfmzJmD5cuXY/Xq1dBqtW0tE3q9HkqlEhzHYf78+Vi0aBFSU1ORmpqKRYsWQaVSYebMmW37sdvtsNvtba0P+/btg1arhdVqhcFgwM8//4ycnBxMmjQJer0eubm5ePDBB3HVVVfBarUyOXd/mpluRUZKFB78NA+7z1SzjgMx58HdLR+xjkE6YXPReiLeOmH0gFazOD/l9q9hvPFKlJa4WUfxWoxVi4tv64foeC3rKISEHY7neeHNh0kCorNxEsuWLcPs2bMBtLZqLFy4EG+99RaqqqqQnp6O119/vW2ANwAsWLAACxcu7HQ/u3btwv3334/Dhw+jubkZiYmJuOmmm/Doo49CpQrdO01uD4/XNx7Hqz8cg4vhtLTP9tqHm4oWMzs+Ob9RvVPhcNPMRt6Y2GTFnJdPso4R9Oozb8Z2jGMdo8fEUhEuuiIZQydbIRKFZtcuQoIdFRaEMLanoBoPr9yD46WBH6GrlrixJ/JxSOoKA35scmFlOhMujgqzNQb8QMFL8MELLsBF3crOh+c47LnuTVSWC+//kyU1ApNu7UfdnghhjMZYEMLYkIQIfPun8Xjksr5QSAP7lnw5KZeKiiBm09OKwL7g4FxAUvyFNwxzHM+jV10u6xjdIlWIMfHmPpj+0DAqKggJAlRYEBIEpGIR5kzqjfUPTsTFAZo5KlbuxCUVNLYimNk0kawjhIwaq4F1BEHQfv8edJFS1jG6JHFgFG7+ezoGTozv9hTnhBD/oMKCkCCSYFDhP7NH4c1bR8CiV/j1WK9af4SoqdKvxyDescn9+zcQTmxmmqukKzi3CymuA6xjnJdCI8Wlf0jDFXOHQGug9wghwYQKC0KC0JSBZnz/8ETcPaEXJH4YhNhP04iR9o99vl/iWzb6hPaZ/ZENrCMIRsS6t6HSBmchljrSiJlPpaNvupl1FELIOdDXFiFBSiWT4InL++OrB8ZhZKJvu8S8ErsOXEujT/dJfM/mcbCOEDK2qotYRxAMrrkJvaX5rGO0E2FS4Yp5Q5B150AotTLWcQghnaDCgpAg18+sw8p7x+C56wYhUuV93+dxhhr0KVzlg2TE32zN1awjhIxicR04U2DGL4UCw7o3IVexX8hTqhAj49reuOnvFyFxQBTrOISQC6DCghAB4DgON46yYsPDmbhhZDy8Gae4JHI1OI/wppMMN06xHGWOCtYxQoojmZbJ6ypRfTVS1HZ2ATig72gzblk4GsOyrBCL6XKFECGgdyohAhKplmHJ9UOw8p4x6Gvq/qqy002liC38zg/JiK/ZDPHgQcsM+ZLdomQdQVCMP7wJqTzwlwnGRC2ue2QELp2dBrWe1nEhREiosCBEgEYmGfD1A+PwxOX9oJJ1vbvCU8qV4OhiVRBsOuq242tHo5ysIwiKqNKOXpHVATueUivFpFv74frHRsLcSx+w4xJCfIcKC0IESiIW4e4JKfjh4Ym4bng8LjR51D3xZxBp3xKYcMRrNmX3W6TI+W3XlrGOIDimH9+BSOzfNSJEIg6DL47HLQtHI22cBZwfZsIjhAQGFRaECFysXol/3jAEX80bj/Gp0efchuN4/An/DXAy4g2bVBiLlAnJXlkJOLWadQxBkRSdRLKpyW/7j+sbiRv+Ogrjb+gDuQ8mpyCEsEWFBSEhIs2iw4d3pOODP16E/rG6dq/9NekIVOX7GCUjPWGDm3WEkMNzgKtXHOsYghO77X1wPr5aiIrXYNqcwZj+4DBEWTS+3TkhhBkqLAgJMRP6xODreePwzxlDEBehhFzkwW2NH7GORbrJ5qpjHSEkVcbrLrwRaUd2Yi+sZt/MJKeLUWLyHWm48clRSBp07hZWIVm8eDFGjRoFrVYLo9GI6dOn48iRI+224XkeCxYsgMVigVKpRGZmJg4caL+6+dtvv43MzEzodDpwHIfq6uoOx9q1axcmT56MiIgIREVF4e6770Z9fb0/T4+QbqPCgpAQJBJxuG5EPH54eCKWX62HtLmSdSTSTYU01axfnKIZZ3skfu9Kr35epZdh4sy+mLkgHX1GmcF5M2d2EMnOzsacOXOQk5OD9evXw+VyISsrCw0NZ1d6X7JkCV588UUsXboUubm5MJvNmDx5Murqzt48aGxsxJQpU/DEE0+c8zhFRUW49NJL0bt3b2zbtg1r167FgQMHMHv2bH+fIiHdwvE8T1PEEBLqHDXAlleBnDeAloYLb0+YqlRHY6JRxTpGSJrckIy7Xj3GOoYgHbn5dRQWd+9n5CoJhmVZMfjiBEi7MYOdUJWVlcFoNCI7OxsTJkwAz/OwWCyYP38+HnvsMQBAc3MzTCYTnnvuOdxzzz3tfn7Tpk2YNGkSqqqqEBER0fb822+/jb/97W8oLi6GSNR6TzgvLw/Dhg3DsWPH0Lt374CdIyHnQy0WhIQDhR645G/An/KAi+4BxDLWich52CItrCOErJ9VhYA49C9w/cF6/H9d3lYiE2H4ZYmY9Y8xGDElKSyKCgCoqakBABgMBgBAfn4+7HY7srKy2raRy+WYOHEitm7d2uX9Njc3QyaTtRUVAKBUtq7LsnnzZl9EJ8QnqLAgJJxojMDlS4B5O4GhtwAiCetE5BxsGgPrCCGrnnMCVircekKZuxYm0/kLBJGYw8AJcbj16TEYc01KWM30xPM8HnroIYwbNw4DBw4EANjtrauXm0zt++CZTKa217ri4osvht1ux/PPPw+n04mqqqq2blPFxd1sRiLEj6iwICQcRViB6f9qLTBG/hEQ0+q2wcQmp25Q/lSXKPxBw6wkFf1wzudFYg79MmIxc0E6Js7sG5YrZs+dOxd79+7FihUrOrz2+zElPM93a5zJgAED8P777+Of//wnVCoVzGYzevXqBZPJBDG1wJEgQoUFIeEsMgm44iVg/l5gzFxASnP8BwObnxckC3eF5vC5i+5r6p9WIirmbEunWCLCwAlxuOX/RuOS2/pDHxOeRfG8efOwZs0abNy4EfHx8W3Pm81mAOjQOlFaWtqhFeNCZs6cCbvdjsLCQlRUVGDBggUoKytDcnKy9ydAiI9QYUEIAbRm4LJngAf3AxMfAxQRrBOFNZvHwTpCSDsQ2cg6gqAlV+dAIhdjyKUJmPXMGEyc2Re6KCXrWEzwPI+5c+di1apV2LBhQ4eL/OTkZJjNZqxfv77tOafTiezsbGRkZPTomCaTCRqNBp988gkUCgUmT57s1TkQ4kvUwZoQcpbKAEx6AsiYB+S+C/z8OtBQyjpV2LE5q1lHCGk5GjuuYx1CoMR6PZL7qDH4D2Og1NAkEHPmzMHy5cuxevVqaLXatpYJvV4PpVIJjuMwf/58LFq0CKmpqUhNTcWiRYugUqkwc+bMtv3Y7XbY7XYcP34cALBv3z5otVpYrda2geBLly5FRkYGNBoN1q9fj0ceeQTPPvtsu9mjCGGNppslhHSuxQHs/hDY8gpQU8A6TVhoEUkxMikOHt7DOkpIW/mODnw5re/SVVKLBYbZsxFx/XUQqcKzu9O5dDZOYtmyZW1rTPA8j4ULF+Ktt95CVVUV0tPT8frrr7cN8AaABQsWYOHChefdz2233Yavv/4a9fX16NevH/785z9j1qxZPj8nQrxBhQUh5MLcLcDeT1sLjPIjF96e9Njp6GRcoXWzjhHyPvq+L2S5By68YZiT9++PqD/+EbqpU8BJqJMDIeT86FOCEHJhYikw7JbWx4mNwPa3gaNrAbqr7nOFOhPAF7GOEfJK49SIz2WdInipxoxG1B13QjNuLOsohBABocKCENI9KZNaH1Wngdx/t3aVaqpinSpk2JRagMYW+92xaBfiL7xZWOEUCuimTEHkrbdCOXAA6ziEEAGiwoIQ0jORiUDW062DvfetBLa9DZTsY51K8GwyGRUWAbBDW45JrEMECXnfvoiYMQP6q66EWKdjHYcQImBUWBBCvCNVAsNva32c3gpsews4/BXgcbFOJkg2jsZXBMIuRTE4pQJ8U3hO7cupVNBNnYLIG26AcsgQ1nEIISGCCgtCiO8kZrQ+aouAHf8Bdr4HNJSxTiUoNlcD6whhwQ0e7uR4iA4eZx0loORp/RE5YwZ0V14JsUbDOg4hJMTQrFCEEP9xNQOHvwb2rACO/wDwdDf+QjL6pKGupZ51jLDwxq6hiPpuB+sYfidSqaCbNg0RN9wA5aCBF/4BQgjpIWqxIIT4j0QODLy29VFnb52yds8KoPQg62RBqUYZQUVFAJ02cohiHcKPFAMGIOKGG6C/YhpEajXrOISQMEAtFoSQwCvaDeStaB303USLlP3qgGUgbpLXso4RNqY29MIfXj3KOoZPiTQa6K6YhsgbboAiLY11HEJImKHCghDCjssJHPsOyFsOHFsPeFpYJ2JqbZ+JeKQln3WMsKH3KPDO842AR/jrsSiHDEHEjOuhu/xyWhmbEMIMdYUihLAjkQH9r2x9NJS3tmDkLQfse1knY8KmUAHhXVsFVI3IAS4uFnxBIesoPaIYOBC6qVOgvWwKZPFxrOMQQggVFoSQIKGOBkbf1/ooOwoc/BI48CVQeoB1soAplIhYRwg79UnRUAuosJCn9YduylTopk6BLCGBdRxCCGmHCgtCSPCJ6QNMfLT1UX4cOPgFcGB1yC/AZ+ObWUcIO0WxcqSyDnEB8n79oJsypbWYSExkHYcQQjpFhQUhJLhF9wYmPNL6qDjRuvje4a8BWy7AC79v/G/ZnDRwO9AORTmCr7AQiaAcNgzaSy6B9tJLILNaWScihJAuocHbhBBhqisBjnzTWmTkZwNuJ+tEXnFzYoxMToSLpxXLAym1JQrPvFDCOgY4uRzqMWOgvfQSaC6+GBKDgXUkQgjpNiosCCHC11wHnNjQugjfiY1AzRnWibrNZrBiqp51ivC08k0N+KrqgB9XpNdDM3ECtJdcCs34cTSbEyFE8KgrFCFE+ORaIO3q1gfQOi7jxAbg5EYg/yfAWcc2XxfY9CYA7O+chyNnLwukO6v9fhyRWg3lyBFQX5QOVXo6FGn9wYlowD4hJHRQYUEICT3RvVsf6XcDbhdg295aaJzY0Lo4XxCOzbCp9EAjFRYslFvUiN3p+/1ySiVUw4ZBlZ4O9eh0KAYMACehr11CSOiiTzhCSGgTS4DEjNbHxX8FGitbx2Sc2ACc3ARUB0e3KZtMDjSyThGejhvdiPXBfji5HMqhQ6FKvwjq9HQoBw0CJ5P5YM+EECIMVFgQQsKLygAMuKb1AQC1RUDBNqAgt/Wf9r1MBoLbuOBrRQkXu3RVGN+Dn+OkUiiGDG7r2qQcOgQiudzn+QghRCiosCCEhDedpX2h0eJo7S5l2w4U/PJoKPV7DJubmitYyZUXgZPJwDvPX1ByMhkUaWmtXZvSL4Jy2DCIlMoApSSEkOBHhQUhhPyWVAEkjml9/Koy/5ciY1trwVFyEODdPj1soaPSp/sjXefk3PAkW8EdOdn2HKdQQN63D5QDBkAxYAAUaWmQ9+4NTiplmJQQQoIbTTdLCCHd1eIAyo8AJQfaP3rYslGv0GFMbIRvM5IuU0vVeLVwEqzNGijS0qAYMADylF400JoQQrqJCgtCCPGV+jKg9HfFRtkRwNV03h87bE7DDGV9gEKGL4lIgnhNPFIjU9Ensk/bP+M18eA4jnU8QggRPLodQwghvqKJATSZQK/Ms8953EDlydYio+JYa7eqypOtj/rW6WVt2ijARYWFL4g4EWLVsUjUJcKqtSJRl9j2sGgskIjoa48QQvyFWiwIIYQVZwNQeRKnG0uxqcmGwvpCFNYXoqi+CIX1hWi6QEtHuIqUR8KoMsKoMsKsNrcrIOK18ZCJaYpXQghhgQoLQggJUtWOapQ2laKiqQLlTeWoaKpAhaP138ubylHhqEBFUwWqHFXgIfyPcrVUjQh5RFvRYFQZYVKZOvw7FQ6EEBKcqLAghBCBc3lcqHJUocJRgdrmWjS0NKC+pR6NLY1ocDWg3lmPRldju382uBrQ2NIIp9sJN++Gm3fD4/HAxbvg4T1we355jj/7nOeXFcslnAQSUfuHVCSFXCxvfUjkbf+ulCihk+mgk+ta//nbxy/PaWVaaGVa6qZECCECR4UFIYQQQgghxGsi1gEIIYQQQgghwkeFBSGEEEIIIcRrVFgQQgghhBBCvEaFBSGEEEIIIcRrVFgQQgghhBBCvEaFBSGEEEIIIcRrVFgQQgghhBBCvEaFBSGEEEIIIcRrVFgQEuYWL16MUaNGQavVwmg0Yvr06Thy5Ei7bXiex4IFC2CxWKBUKpGZmYkDBw602+btt99GZmYmdDodOI5DdXX1OY/39ddfIz09HUqlEtHR0bj22mv9dWqEhJ1Avp+PHj2Kq6++GtHR0dDpdBg7diw2btzoz9MjhAQ5KiwICXPZ2dmYM2cOcnJysH79erhcLmRlZaGhoaFtmyVLluDFF1/E0qVLkZubC7PZjMmTJ6Ourq5tm8bGRkyZMgVPPPFEp8f6/PPPMWvWLPzhD3/Anj17sGXLFsycOdOv50dIOAnk+3natGlwuVzYsGEDdu7ciaFDh+KKK66A3W736zkSQoIYTwghv1FaWsoD4LOzs3me53mPx8ObzWb+2WefbdvG4XDwer2ef/PNNzv8/MaNG3kAfFVVVbvnW1pa+Li4OP7f//63X/MTQs7y1/u5rKyMB8D/+OOPbc/V1tbyAPjvv//ePydDCAl61GJBCGmnpqYGAGAwGAAA+fn5sNvtyMrKattGLpdj4sSJ2Lp1a5f3u2vXLhQWFkIkEmHYsGGIjY3F1KlTO3TBIIT4jr/ez1FRUejfvz8++OADNDQ0wOVy4a233oLJZMKIESN8exKEEMGgwoIQ0obneTz00EMYN24cBg4cCABt3RpMJlO7bU0mU7e6PJw8eRIAsGDBAvz1r3/FV199hcjISEycOBGVlZU+OgNCyK/8+X7mOA7r16/H7t27odVqoVAo8NJLL2Ht2rWIiIjw2TkQQoSFCgtCSJu5c+di7969WLFiRYfXOI5r9988z3d47nw8Hg8A4Mknn8R1112HESNGYNmyZeA4DitXrvQuOCGkA3++n3mex/333w+j0YiffvoJ27dvx9VXX40rrrgCxcXFXmcnhAgTFRaEEADAvHnzsGbNGmzcuBHx8fFtz5vNZgDocDeztLS0w13P84mNjQUApKWltT0nl8vRq1cvnDlzxpvohJDf8ff7ecOGDfjqq6/w8ccfY+zYsRg+fDj+9a9/QalU4v333/fNSRBCBIcKC0LCHM/zmDt3LlatWoUNGzYgOTm53evJyckwm81Yv35923NOpxPZ2dnIyMjo8nFGjBgBuVzeburLlpYWnDp1ComJid6fCCEkYO/nxsZGAIBI1P4yQiQStbVOEkLCj4R1AEIIW3PmzMHy5cuxevVqaLXatjuZer0eSqUSHMdh/vz5WLRoEVJTU5GamopFixZBpVK1myrWbrfDbrfj+PHjAIB9+/ZBq9XCarXCYDBAp9Ph3nvvxVNPPYWEhAQkJibi+eefBwDMmDEj8CdOSAgK1Pt5zJgxiIyMxO23346///3vUCqVeOedd5Cfn49p06YxOXdCSBBgOCMVISQIADjnY9myZW3beDwe/qmnnuLNZjMvl8v5CRMm8Pv27Wu3n6eeeuqC+3E6nfzDDz/MG41GXqvV8pdeeim/f//+AJ0pIaEvkO/n3NxcPisrizcYDLxWq+VHjx7Nf/PNNwE6U0JIMOJ4nucDWcgQQgghhBBCQg+NsSCEEEIIIYR4jQoLQgghhBBCiNeosCCEEEIIIYR4jQoLQgghhBBCiNeosCCEEEIIIYR4jQoLQgghPrN48WKMGjUKWq0WRqMR06dPb7coItC6iNuCBQtgsVigVCqRmZmJAwcOtNvm7bffRmZmJnQ6HTiOQ3V1dbvXN23aBI7jzvnIzc3192kSQgg5ByosCCGE+Ex2djbmzJmDnJwcrF+/Hi6XC1lZWWhoaGjbZsmSJXjxxRexdOlS5Obmwmw2Y/Lkyairq2vbprGxEVOmTMETTzxxzuNkZGSguLi43ePOO+9EUlISRo4c6ffzJIQQ0hGtY0EIIcRvysrKYDQakZ2djQkTJoDneVgsFsyfPx+PPfYYAKC5uRkmkwnPPfcc7rnnnnY/v2nTJkyaNAlVVVWIiIjo9DgtLS2Ij4/H3Llz8be//c2fp0QIIaQT1GJBCCHEb2pqagAABoMBAJCfnw+73Y6srKy2beRyOSZOnIitW7f2+Dhr1qxBeXk5Zs+e7VVeQgghPUeFBSGEEL/geR4PPfQQxo0bh4EDBwIA7HY7AMBkMrXb1mQytb3WE++++y4uu+wyJCQk9DwwIYQQr0hYByCEEBKa5s6di71792Lz5s0dXuM4rt1/8zzf4bmustls+O677/Dpp5/26OcJIYT4BrVYEEII8bl58+ZhzZo12LhxI+Lj49ueN5vNANChdaK0tLRDK0ZXLVu2DFFRUbjqqqt6HpgQQojXqLAghBDiMzzPY+7cuVi1ahU2bNiA5OTkdq8nJyfDbDZj/fr1bc85nU5kZ2cjIyOjR8dbtmwZbrvtNkilUq/zE0II6TnqCkUIIcRn5syZg+XLl2P16tXQarVtLRN6vR5KpRIcx2H+/PlYtGgRUlNTkZqaikWLFkGlUmHmzJlt+7Hb7bDb7Th+/DgAYN++fdBqtbBarW0DwQFgw4YNyM/Pxx133BHYEyWEENIBTTdLCCHEZzobJ7Fs2bK2GZt4nsfChQvx1ltvoaqqCunp6Xj99dfbBngDwIIFC7Bw4cLz7gcAZs6cidOnT2PLli0+PQ9CCCHdR4UFIYQQQgghxGs0xoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDiNSosCCGEEEIIIV6jwoIQQgghhBDitf8HWed98B9uTggAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "anime_data[anime_data['year']=='1979']\n",
    "anime_data[anime_data['year']=='1971']\n",
    "\n",
    "# anime_data['Vote'] = pd.to_numeric(anime_data['Vote'], errors='coerce')\n",
    "test_year = anime_data.groupby('year')['Vote'].mean()\n",
    "\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.pie(test_year.values, labels=test_year.index, autopct='%1.1f%%')  # 用 .values 取数据\n",
    "plt.title('Distribution of Votes by Year')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "10daa94d-b4d6-430c-8998-e271c2acfdd5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_season = anime_data.groupby('season').count()\n",
    "\n",
    "plt.figure(figsize=(10, 10))\n",
    "\n",
    "plt.pie(test_season['Vote'], labels=test_season.index, autopct='%1.1f%%')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "0b0e991c-6276-45c8-be7a-4b7b5c4d5b90",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#补缺侧\n",
    "# anime_data['year'] = anime_data['year'].astype(object)\n",
    "anime_data.loc[anime_data['season']=='?','year'] =  2006\n",
    "anime_data.loc[anime_data['season']=='?','season'] = 'Summer'\n",
    "\n",
    "anime_data['year'] = pd.to_numeric(anime_data['year'], errors='coerce')\n",
    "\n",
    "test_season = anime_data.groupby('season')['year'].mean()\n",
    "plt.figure(figure=(5,5))\n",
    "\n",
    "plt.plot(test_season.index,test_season.values,'.-r')\n",
    "\n",
    "plt.xlabel('Season')\n",
    "plt.ylabel('Scores')\n",
    "\n",
    "b = plt.xticks(rotation=45)\n",
    "\n",
    "plt.grid(ls=':')\n",
    "\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "bfe90ea1-95be-4832-8418-99c5f38a5404",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([0, 1, 2, 3, 4],\n",
       " [Text(0, 0, 'G - All Ages'),\n",
       "  Text(1, 0, 'PG - Children'),\n",
       "  Text(2, 0, 'PG-13 - Teens 13 or older'),\n",
       "  Text(3, 0, 'R - 17+ (violence & profanity)'),\n",
       "  Text(4, 0, 'R+ - Mild Nudity')])"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#从分级角度来看\n",
    "\n",
    "anime_data[anime_data['Rating']==' None']\n",
    "\n",
    "anime_data['Score'] = pd.to_numeric(anime_data['Score'], errors='coerce')\n",
    "test = anime_data.groupby('Rating')[['Score', 'Vote']].mean()\n",
    "\n",
    "plt.figure(figsize=(5,5))\n",
    "\n",
    "plt.plot(test.index,test['Score'],'.-b')\n",
    "\n",
    "plt.xlabel('Rating')\n",
    "plt.ylabel('Score')\n",
    "\n",
    "plt.xticks(rotation=45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "488a342e-8afe-4453-b991-97ca135e37eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([0, 1, 2, 3, 4],\n",
       " [Text(0, 0, 'G - All Ages'),\n",
       "  Text(1, 0, 'PG - Children'),\n",
       "  Text(2, 0, 'PG-13 - Teens 13 or older'),\n",
       "  Text(3, 0, 'R - 17+ (violence & profanity)'),\n",
       "  Text(4, 0, 'R+ - Mild Nudity')])"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test = anime_data.groupby('Rating').count()\n",
    "\n",
    "plt.figure(figsize=(5,5))\n",
    "\n",
    "plt.plot(test.index,test['Vote'],'.-r')\n",
    "\n",
    "plt.xlabel('Rating')\n",
    "plt.ylabel('Counts')\n",
    "\n",
    "plt.xticks(rotation = 45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "3aa7fcca-7be8-466b-8fe2-48ca6ca9a61b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "实际上榜公司共327家\n",
      "作品上榜最多的前10家公司的上榜动画共有1131部作品\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#关于动漫制作公司的分析\n",
    "\n",
    "test2 = anime_data.groupby('Studios').count()\n",
    "\n",
    "n = len(test2)\n",
    "A = '实际上榜公司共'+ str(n) +'家'\n",
    "print(A)\n",
    "\n",
    "test3 = test2.sort_values(by='Vote',ascending=False)\n",
    "\n",
    "a = test3.iloc[:10,:].sum()\n",
    "B = '作品上榜最多的前10家公司的上榜动画共有'+str(a.iloc[0])+'部作品'\n",
    "print(B)\n",
    "\n",
    "plt.figure(figsize=(5,5))\n",
    "plt.pie(test3.iloc[:10,0],labels=test3.index[:10],autopct='%1.1f%%')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "e0244e23-41c2-4f12-9efc-b296a0a18251",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "test5 = anime_data.groupby('Studios')[['Score']].mean() \n",
    "\n",
    "test6 = test2.sort_values(by='Score',ascending=False)\n",
    "\n",
    "plt.figure(figsize=(10,5))\n",
    "plt.plot(test6.index[:10],test6.iloc[:10,0],'-b')\n",
    "\n",
    "plt.xlabel('Studios')\n",
    "plt.ylabel('Scores')\n",
    "\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "5e3b0998-7e77-441b-b1c5-060b07a8df21",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "上榜作品小于10部的公司共有263家\n",
      "上榜作品小于10部的公司有共上榜667部作品\n"
     ]
    }
   ],
   "source": [
    "test7 = test2[test2['Vote']<=10]\n",
    "\n",
    "a = len(test7)\n",
    "C = '上榜作品小于10部的公司共有'+str(a)+'家'\n",
    "print(C)\n",
    "\n",
    "a = test7.sum()\n",
    "D = '上榜作品小于10部的公司有共上榜'+str(a.iloc[0])+'部作品'\n",
    "print(D)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "af0ea5f9-ad3a-432f-9126-5764d790e33f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Counts')"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#每家公司有多少上榜作品的概率密度分布\n",
    "\n",
    "plt.figure(figsize=(5,5))\n",
    "g = np.arange(0,181,10)\n",
    "\n",
    "plt.hist(test2['Title'],bins=g,facecolor='lightblue')\n",
    "plt.grid(ls=':')\n",
    "plt.xlabel('Animation per studios')\n",
    "plt.ylabel('Counts')\n",
    "# plt.xticks(g,rotation=45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bf9d45be-4c32-4125-8768-83095cd75572",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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